From 43c364ec3ecec9f44f17a6c24239ead705e47c95 Mon Sep 17 00:00:00 2001
From: Adrien Taudiere <adrien.taudiere@tutanota.com>
Date: Sun, 28 Apr 2024 15:59:21 +0200
Subject: [PATCH] docs: New version of alpha-div vignette

g
---
 docs/articles/MiscMetabar.html                |   8 +-
 docs/articles/Reclustering.html               |   8 +-
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 docs/articles/filter.html                     |  30 +--
 docs/articles/import_export_track.html        |   6 +-
 docs/articles/states_of_fields_in_R.html      |   2 +-
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 docs/news/index.html                          |  25 +-
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 docs/reference/lulu_pq.html                   |   5 +-
 docs/search.json                              |   2 +-
 docs/sitemap.xml                              |  36 +++
 36 files changed, 288 insertions(+), 76 deletions(-)
 create mode 100644 docs/articles/alpha-div_files/figure-html/unnamed-chunk-6-1.png
 create mode 100644 docs/articles/alpha-div_files/figure-html/unnamed-chunk-6-2.png
 create mode 100644 docs/articles/alpha-div_files/figure-html/unnamed-chunk-7-1.png
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diff --git a/docs/articles/MiscMetabar.html b/docs/articles/MiscMetabar.html
index c2d6021e..4acef79f 100644
--- a/docs/articles/MiscMetabar.html
+++ b/docs/articles/MiscMetabar.html
@@ -168,8 +168,8 @@ <h4 id="create-an-interactive-table-of-the-tax_table">Create an interactive tabl
 <span>  <span class="va">GlobalPatterns</span>,</span>
 <span>  <span class="fu"><a href="https://rdrr.io/r/base/colSums.html" class="external-link">rowSums</a></span><span class="op">(</span><span class="va">GlobalPatterns</span><span class="op">@</span><span class="va">otu_table</span><span class="op">)</span> <span class="op">&gt;</span> <span class="fl">100000</span></span>
 <span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
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 </div>
 <div class="section level4">
 <h4 id="sankey-diagram-of-the-tax_table">Sankey diagram of the tax_table<a class="anchor" aria-label="anchor" href="#sankey-diagram-of-the-tax_table"></a>
@@ -177,8 +177,8 @@ <h4 id="sankey-diagram-of-the-tax_table">Sankey diagram of the tax_table<a class
 <div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">gp</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/phyloseq/man/subset_taxa-methods.html" class="external-link">subset_taxa</a></span><span class="op">(</span><span class="va">GlobalPatterns</span>, <span class="va">GlobalPatterns</span><span class="op">@</span><span class="va">tax_table</span><span class="op">[</span>, <span class="fl">1</span><span class="op">]</span> <span class="op">==</span> <span class="st">"Archaea"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="../reference/sankey_pq.html">sankey_pq</a></span><span class="op">(</span><span class="va">gp</span>, taxa <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">1</span><span class="op">:</span><span class="fl">5</span><span class="op">)</span><span class="op">)</span></span></code></pre></div>
-<div class="sankeyNetwork html-widget html-fill-item" id="htmlwidget-bcc9174551e9a87ba7d0" style="width:700px;height:432.632880098888px;"></div>
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+<div class="sankeyNetwork html-widget html-fill-item" id="htmlwidget-c2604ba31b760c0aa91d" style="width:700px;height:432.632880098888px;"></div>
+<script type="application/json" data-for="htmlwidget-c2604ba31b760c0aa91d">{"x":{"links":{"source":[0,0,1,2,2,2,1,1,1,2,1,3,4,5,6,7,8,8,4,9,3,10,11,12,13,13,14,15,16,16,13,14,17,13,11,18,13,14],"target":[1,2,3,6,7,8,19,9,4,5,10,20,11,13,12,14,15,16,17,21,22,18,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38],"value":[106,102,27,7,27,24,8,8,57,44,3,7,37,44,7,27,12,12,20,5,18,1,34,7,10,1,25,2,5,6,3,1,20,16,3,1,12,1]},"nodes":{"name":["Archaea","Crenarchaeota","Euryarchaeota","C2","Thaumarchaeota","Thermoplasmata","Halobacteria","Methanobacteria","Methanomicrobia","SdNA","Thermoprotei","Cenarchaeales","Halobacteriales","E2","Methanobacteriales","Methanomicrobiales","Methanosarcinales","Nitrososphaerales","Sulfolobales","pMC2A209","B10","NRPJ","pGrfC26","Cenarchaeaceae","Halobacteriaceae","MarinegroupII","MarinegroupIII","Methanobacteriaceae","Methanocorpusculaceae","Methanosaetaceae","Methanosarcinaceae","MOB79","MSBL1","Nitrososphaeraceae","pMC2A33","SAGMAX","Sulfolobaceae","WCHD302","WSA2"],"group":["Archaea","Crenarchaeota","Euryarchaeota","C2","Thaumarchaeota","Thermoplasmata","Halobacteria","Methanobacteria","Methanomicrobia","SdNA","Thermoprotei","Cenarchaeales","Halobacteriales","E2","Methanobacteriales","Methanomicrobiales","Methanosarcinales","Nitrososphaerales","Sulfolobales","pMC2A209","B10","NRPJ","pGrfC26","Cenarchaeaceae","Halobacteriaceae","MarinegroupII","MarinegroupIII","Methanobacteriaceae","Methanocorpusculaceae","Methanosaetaceae","Methanosarcinaceae","MOB79","MSBL1","Nitrososphaeraceae","pMC2A33","SAGMAX","Sulfolobaceae","WCHD302","WSA2"]},"options":{"NodeID":"name","NodeGroup":"name","LinkGroup":null,"colourScale":"d3.scaleOrdinal(d3.schemeCategory20);","fontSize":7,"fontFamily":null,"nodeWidth":15,"nodePadding":10,"units":"OTUs","margin":{"top":null,"right":null,"bottom":null,"left":null},"iterations":32,"sinksRight":true}},"evals":[],"jsHooks":[]}</script>
 </div>
 <div class="section level4">
 <h4 id="upset-plot-for-visualize-distribution-of-taxa-in-function-of-samples-variables">Upset plot for visualize distribution of taxa in function of samples
diff --git a/docs/articles/Reclustering.html b/docs/articles/Reclustering.html
index a60e4941..f1971bc2 100644
--- a/docs/articles/Reclustering.html
+++ b/docs/articles/Reclustering.html
@@ -156,13 +156,11 @@ <h3 id="using-decipher-or-vsearch-algorithm">Using decipher or Vsearch algorithm
 <span><span class="co">#&gt; Time difference of 0.14 secs</span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; Sorting by relatedness within 1 group:</span></span>
-<span><span class="co">#&gt; iteration 1 of up to 325 (100.0% stability) </span></span>
+<span><span class="co">#&gt; iteration 2 of up to 325 (100.0% stability) </span></span>
 <span><span class="co">#&gt; </span></span>
-<span><span class="co">#&gt; Time difference of 0.1 secs</span></span>
+<span><span class="co">#&gt; Time difference of 0.18 secs</span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; Clustering sequences by 8-mer similarity:</span></span>
-<span><span class="co">#&gt; Warning in rm(b1, b2, bins, d, inPlay, keep, ksims, psims, ls, m1, m2, ov, :</span></span>
-<span><span class="co">#&gt; object 'temp' not found</span></span>
 <span><span class="co">#&gt; ================================================================================</span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; Time difference of 1.43 secs</span></span>
@@ -213,7 +211,7 @@ <h3 id="tracking-number-of-samples-sequences-and-clusters">Tracking number of sa
 <span><span class="op">)</span><span class="op">)</span></span>
 <span><span class="co">#&gt;             nb_sequences nb_clusters nb_samples</span></span>
 <span><span class="co">#&gt; Raw data         1106581         651        185</span></span>
-<span><span class="co">#&gt; OTU              1106581         364        185</span></span>
+<span><span class="co">#&gt; OTU              1106581         362        185</span></span>
 <span><span class="co">#&gt; OTU_vsearch      1106581         362        185</span></span>
 <span><span class="co">#&gt; LULU             1106581         549        185</span></span></code></pre></div>
 </div>
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diff --git a/docs/articles/alpha-div.html b/docs/articles/alpha-div.html
index 3cd815dd..8d8e860f 100644
--- a/docs/articles/alpha-div.html
+++ b/docs/articles/alpha-div.html
@@ -33,7 +33,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">MiscMetabar</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.8.00</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.9.1</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -155,20 +155,12 @@ <h5 id="test-for-difference-in-diversity-hill-number">Test for difference in div
 and host genetic identity shape the foliar fungal microbiome of poplars.
 Molecular Ecology 24, 235-248. &lt;a href="https://doi.org/10.1111/mec.13018" class="external-link uri"&gt;https://doi.org/10.1111/mec.13018&lt;/a&gt;&lt;/p&gt;'><sup>2</sup></a>.</p>
 <div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
-<code class="sourceCode R"><span><span class="va">p</span> <span class="op">&lt;-</span> <span class="fu">MiscMetabar</span><span class="fu">::</span><span class="fu"><a href="../reference/hill_pq.html">hill_pq</a></span><span class="op">(</span><span class="va">data_fungi</span>, variable <span class="op">=</span> <span class="st">"Height"</span><span class="op">)</span></span>
-<span><span class="va">p</span><span class="op">$</span><span class="va">plot_Hill_0</span></span></code></pre></div>
-<div class="figure">
-<img src="alpha-div_files/figure-html/unnamed-chunk-3-1.png" alt="Hill number 1" width="700"><p class="caption">
-Hill number 1
-</p>
-</div>
+<code class="sourceCode R"><span><span class="va">p</span> <span class="op">&lt;-</span> <span class="fu">MiscMetabar</span><span class="fu">::</span><span class="fu"><a href="../reference/hill_pq.html">hill_pq</a></span><span class="op">(</span><span class="va">data_fungi</span>, fact <span class="op">=</span> <span class="st">"Height"</span><span class="op">)</span></span>
+<span><span class="va">p</span><span class="op">$</span><span class="va">plot_Hill_0</span></span>
+<span><span class="co">#&gt; NULL</span></span></code></pre></div>
 <div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
-<code class="sourceCode R"><span><span class="va">p</span><span class="op">$</span><span class="va">plot_tuckey</span></span></code></pre></div>
-<div class="figure">
-<img src="alpha-div_files/figure-html/unnamed-chunk-4-1.png" alt="Result of the Tuckey post-hoc test" width="700"><p class="caption">
-Result of the Tuckey post-hoc test
-</p>
-</div>
+<code class="sourceCode R"><span><span class="va">p</span><span class="op">$</span><span class="va">plot_tuckey</span></span>
+<span><span class="co">#&gt; NULL</span></span></code></pre></div>
 <p>See also the <a href="https://microbiome.github.io/tutorials/Alphadiversity.html" class="external-link">tutorial</a>
 of the microbiome package for an alternative using the non-parametric <a href="https://www.rdocumentation.org/packages/dgof/versions/1.2/topics/ks.test" class="external-link">Kolmogorov-Smirnov
 test</a> for two-group comparisons when there are no relevant
@@ -199,10 +191,174 @@ <h3 id="alpha-diversity-using-package-microbiotaprocess">Alpha diversity using p
 <span><span class="co">#&gt; 0.867563228481461, : cannot compute exact p-value with ties</span></span></code></pre></div>
 <p><img src="alpha-div_files/figure-html/unnamed-chunk-5-1.png" width="700"></p>
 </div>
+<div class="section level3">
+<h3 id="effect-of-samples-variables-on-alpha-diversity-using-automated-model-selection-and-multimodel-inference-with-glms">Effect of samples variables on alpha diversity using automated model
+selection and multimodel inference with (G)LMs<a class="anchor" aria-label="anchor" href="#effect-of-samples-variables-on-alpha-diversity-using-automated-model-selection-and-multimodel-inference-with-glms"></a>
+</h3>
+<p>From the help of glmulti package :</p>
+<blockquote>
+<p>glmulti finds what are the n best models (the confidence set of
+models) among all possible models (the candidate set, as specified by
+the user). Models are fitted with the specified fitting function
+(default is glm) and are ranked with the specified Information Criterion
+(default is aicc). The best models are found either through exhaustive
+screening of the candidates, or using a genetic algorithm, which allows
+very large candidate sets to be adressed. The output can be used for
+model selection, variable selection, and multimodel inference.</p>
+</blockquote>
+<div class="sourceCode" id="cb6"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">library</a></span><span class="op">(</span><span class="st">"glmulti"</span><span class="op">)</span></span>
+<span><span class="va">formula</span> <span class="op">&lt;-</span> <span class="st">"Hill_0 ~ Hill_1 + Abundance + Time + Height"</span></span>
+<span><span class="va">res_glmulti</span> <span class="op">&lt;-</span></span>
+<span>  <span class="fu"><a href="../reference/glmutli_pq.html">glmutli_pq</a></span><span class="op">(</span><span class="va">data_fungi</span>, formula <span class="op">=</span> <span class="va">formula</span>, level <span class="op">=</span> <span class="fl">1</span><span class="op">)</span></span>
+<span><span class="co">#&gt; Initialization...</span></span>
+<span><span class="co">#&gt; TASK: Exhaustive screening of candidate set.</span></span>
+<span><span class="co">#&gt; Fitting...</span></span>
+<span><span class="co">#&gt; Completed.</span></span>
+<span><span class="va">res_glmulti</span></span>
+<span><span class="co">#&gt;                estimates unconditional_interval nb_model importance</span></span>
+<span><span class="co">#&gt; Hill_1       3.062117997           1.868174e-01        8          1</span></span>
+<span><span class="co">#&gt; Abundance    0.002959644           8.478374e-08        8          1</span></span>
+<span><span class="co">#&gt; Time         0.789091999           2.443263e-01        8          1</span></span>
+<span><span class="co">#&gt; HeightLow    6.884340946           3.444196e+01        8          1</span></span>
+<span><span class="co">#&gt; HeightMiddle 0.339123798           3.727962e+01        8          1</span></span>
+<span><span class="co">#&gt;                     alpha     variable</span></span>
+<span><span class="co">#&gt; Hill_1       8.570200e-01       Hill_1</span></span>
+<span><span class="co">#&gt; Abundance    5.773492e-04    Abundance</span></span>
+<span><span class="co">#&gt; Time         9.800932e-01         Time</span></span>
+<span><span class="co">#&gt; HeightLow    1.163660e+01    HeightLow</span></span>
+<span><span class="co">#&gt; HeightMiddle 1.210648e+01 HeightMiddle</span></span>
+<span></span>
+<span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/ggplot.html" class="external-link">ggplot</a></span><span class="op">(</span>data <span class="op">=</span> <span class="va">res_glmulti</span>, <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span>x <span class="op">=</span> <span class="va">estimates</span>, y <span class="op">=</span> <span class="va">variable</span><span class="op">)</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_point.html" class="external-link">geom_point</a></span><span class="op">(</span></span>
+<span>    size <span class="op">=</span> <span class="fl">2</span>,</span>
+<span>    alpha <span class="op">=</span> <span class="fl">1</span>,</span>
+<span>    show.legend <span class="op">=</span> <span class="cn">FALSE</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_abline.html" class="external-link">geom_vline</a></span><span class="op">(</span></span>
+<span>    xintercept <span class="op">=</span> <span class="fl">0</span>,</span>
+<span>    linetype <span class="op">=</span> <span class="st">"dotted"</span>,</span>
+<span>    linewidth <span class="op">=</span> <span class="fl">1</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_linerange.html" class="external-link">geom_errorbar</a></span><span class="op">(</span></span>
+<span>    <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span>xmin <span class="op">=</span> <span class="va">estimates</span> <span class="op">-</span> <span class="va">alpha</span>, xmax <span class="op">=</span> <span class="va">estimates</span> <span class="op">+</span> <span class="va">alpha</span><span class="op">)</span>,</span>
+<span>    width <span class="op">=</span> <span class="fl">0.8</span>,</span>
+<span>    position <span class="op">=</span> <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/position_dodge.html" class="external-link">position_dodge</a></span><span class="op">(</span>width <span class="op">=</span> <span class="fl">0.8</span><span class="op">)</span>,</span>
+<span>    alpha <span class="op">=</span> <span class="fl">0.7</span>,</span>
+<span>    show.legend <span class="op">=</span> <span class="cn">FALSE</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_text.html" class="external-link">geom_label</a></span><span class="op">(</span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span>label <span class="op">=</span> <span class="va">nb_model</span><span class="op">)</span>, nudge_y <span class="op">=</span> <span class="fl">0.3</span>, size <span class="op">=</span> <span class="fl">3</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">xlab</a></span><span class="op">(</span><span class="st">"Standardized estimates"</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">ylab</a></span><span class="op">(</span><span class="va">formula</span><span class="op">)</span></span></code></pre></div>
+<p><img src="alpha-div_files/figure-html/unnamed-chunk-6-1.png" width="700"></p>
+<div class="sourceCode" id="cb7"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span></span>
+<span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/ggplot.html" class="external-link">ggplot</a></span><span class="op">(</span>data <span class="op">=</span> <span class="va">res_glmulti</span>, <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span></span>
+<span>  x <span class="op">=</span> <span class="va">importance</span>,</span>
+<span>  y <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">as.factor</a></span><span class="op">(</span><span class="va">variable</span><span class="op">)</span>,</span>
+<span>  fill <span class="op">=</span> <span class="va">estimates</span></span>
+<span><span class="op">)</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_bar.html" class="external-link">geom_bar</a></span><span class="op">(</span></span>
+<span>    stat <span class="op">=</span> <span class="st">"identity"</span>,</span>
+<span>    show.legend <span class="op">=</span> <span class="cn">FALSE</span>,</span>
+<span>    alpha <span class="op">=</span> <span class="fl">0.8</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/lims.html" class="external-link">xlim</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">0</span>, <span class="fl">1</span><span class="op">)</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_text.html" class="external-link">geom_label</a></span><span class="op">(</span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span>label <span class="op">=</span> <span class="va">nb_model</span>, x <span class="op">=</span> <span class="fl">0.1</span><span class="op">)</span>,</span>
+<span>    size <span class="op">=</span> <span class="fl">3</span>,</span>
+<span>    fill <span class="op">=</span> <span class="st">"white"</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/scale_viridis.html" class="external-link">scale_fill_viridis_b</a></span><span class="op">(</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">xlab</a></span><span class="op">(</span><span class="st">"Importance"</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">ylab</a></span><span class="op">(</span><span class="va">formula</span><span class="op">)</span></span></code></pre></div>
+<p><img src="alpha-div_files/figure-html/unnamed-chunk-6-2.png" width="700"></p>
+<div class="sourceCode" id="cb8"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span><span class="va">formula</span> <span class="op">&lt;-</span> <span class="st">"Hill_0 ~ Abundance + Time + Height"</span></span>
+<span><span class="va">res_glmulti_interaction</span> <span class="op">&lt;-</span></span>
+<span>  <span class="fu"><a href="../reference/glmutli_pq.html">glmutli_pq</a></span><span class="op">(</span><span class="va">data_fungi</span>, formula <span class="op">=</span> <span class="va">formula</span>, level <span class="op">=</span> <span class="fl">2</span><span class="op">)</span></span>
+<span><span class="co">#&gt; Initialization...</span></span>
+<span><span class="co">#&gt; TASK: Exhaustive screening of candidate set.</span></span>
+<span><span class="co">#&gt; Fitting...</span></span>
+<span><span class="co">#&gt; </span></span>
+<span><span class="co">#&gt; After 50 models:</span></span>
+<span><span class="co">#&gt; Best model: Hill_0~1+Abundance+Time+Time:Abundance+Height:Abundance+Height:Time</span></span>
+<span><span class="co">#&gt; Crit= 1069.11608982306</span></span>
+<span><span class="co">#&gt; Mean crit= 1218.19009955263</span></span>
+<span><span class="co">#&gt; Completed.</span></span>
+<span><span class="va">res_glmulti_interaction</span></span>
+<span><span class="co">#&gt;                            estimates unconditional_interval nb_model importance</span></span>
+<span><span class="co">#&gt; HeightHigh:Time         0.1004073616           4.167750e-02        8 0.04216251</span></span>
+<span><span class="co">#&gt; Abundance:HeightHigh    0.0001609310           8.984023e-08        8 0.09020701</span></span>
+<span><span class="co">#&gt; HeightLow              -0.7865687564           9.769200e+00       32 0.24714664</span></span>
+<span><span class="co">#&gt; HeightMiddle           -2.6419930721           2.789953e+01       32 0.24714664</span></span>
+<span><span class="co">#&gt; HeightLow:Time         -0.6511123699           1.599292e+00       32 0.55051517</span></span>
+<span><span class="co">#&gt; HeightMiddle:Time      -1.3322473025           3.078720e+00       32 0.55051517</span></span>
+<span><span class="co">#&gt; Abundance:Time         -0.0001068559           4.586032e-09       32 0.81587143</span></span>
+<span><span class="co">#&gt; Abundance:HeightLow     0.0011137659           7.957713e-07       32 0.86967993</span></span>
+<span><span class="co">#&gt; Abundance:HeightMiddle  0.0017155970           1.245718e-06       32 0.86967993</span></span>
+<span><span class="co">#&gt; Abundance               0.0024839088           8.790126e-07       32 0.90902176</span></span>
+<span><span class="co">#&gt; Time                    2.7869220741           2.663548e+00       32 0.92512111</span></span>
+<span><span class="co">#&gt;                               alpha               variable</span></span>
+<span><span class="co">#&gt; HeightHigh:Time        4.006348e-01        HeightHigh:Time</span></span>
+<span><span class="co">#&gt; Abundance:HeightHigh   5.877776e-04   Abundance:HeightHigh</span></span>
+<span><span class="co">#&gt; HeightLow              6.171172e+00              HeightLow</span></span>
+<span><span class="co">#&gt; HeightMiddle           1.038989e+01           HeightMiddle</span></span>
+<span><span class="co">#&gt; HeightLow:Time         2.491898e+00         HeightLow:Time</span></span>
+<span><span class="co">#&gt; HeightMiddle:Time      3.449710e+00      HeightMiddle:Time</span></span>
+<span><span class="co">#&gt; Abundance:Time         1.335247e-04         Abundance:Time</span></span>
+<span><span class="co">#&gt; Abundance:HeightLow    1.759641e-03    Abundance:HeightLow</span></span>
+<span><span class="co">#&gt; Abundance:HeightMiddle 2.198334e-03 Abundance:HeightMiddle</span></span>
+<span><span class="co">#&gt; Abundance              1.847287e-03              Abundance</span></span>
+<span><span class="co">#&gt; Time                   3.214276e+00                   Time</span></span>
+<span></span>
+<span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/ggplot.html" class="external-link">ggplot</a></span><span class="op">(</span>data <span class="op">=</span> <span class="va">res_glmulti_interaction</span>, <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span>x <span class="op">=</span> <span class="va">estimates</span>, y <span class="op">=</span> <span class="va">variable</span><span class="op">)</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_point.html" class="external-link">geom_point</a></span><span class="op">(</span></span>
+<span>    size <span class="op">=</span> <span class="fl">2</span>,</span>
+<span>    alpha <span class="op">=</span> <span class="fl">1</span>,</span>
+<span>    show.legend <span class="op">=</span> <span class="cn">FALSE</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_abline.html" class="external-link">geom_vline</a></span><span class="op">(</span></span>
+<span>    xintercept <span class="op">=</span> <span class="fl">0</span>,</span>
+<span>    linetype <span class="op">=</span> <span class="st">"dotted"</span>,</span>
+<span>    linewidth <span class="op">=</span> <span class="fl">1</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_linerange.html" class="external-link">geom_errorbar</a></span><span class="op">(</span></span>
+<span>    <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span>xmin <span class="op">=</span> <span class="va">estimates</span> <span class="op">-</span> <span class="va">alpha</span>, xmax <span class="op">=</span> <span class="va">estimates</span> <span class="op">+</span> <span class="va">alpha</span><span class="op">)</span>,</span>
+<span>    width <span class="op">=</span> <span class="fl">0.8</span>,</span>
+<span>    position <span class="op">=</span> <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/position_dodge.html" class="external-link">position_dodge</a></span><span class="op">(</span>width <span class="op">=</span> <span class="fl">0.8</span><span class="op">)</span>,</span>
+<span>    alpha <span class="op">=</span> <span class="fl">0.7</span>,</span>
+<span>    show.legend <span class="op">=</span> <span class="cn">FALSE</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_text.html" class="external-link">geom_label</a></span><span class="op">(</span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span>label <span class="op">=</span> <span class="va">nb_model</span><span class="op">)</span>, nudge_y <span class="op">=</span> <span class="fl">0.3</span>, size <span class="op">=</span> <span class="fl">3</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">xlab</a></span><span class="op">(</span><span class="st">"Standardized estimates"</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">ylab</a></span><span class="op">(</span><span class="va">formula</span><span class="op">)</span></span></code></pre></div>
+<p><img src="alpha-div_files/figure-html/unnamed-chunk-7-1.png" width="700"></p>
+<div class="sourceCode" id="cb9"><pre class="downlit sourceCode r">
+<code class="sourceCode R"><span></span>
+<span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/ggplot.html" class="external-link">ggplot</a></span><span class="op">(</span>data <span class="op">=</span> <span class="va">res_glmulti_interaction</span>, <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span></span>
+<span>  x <span class="op">=</span> <span class="va">importance</span>,</span>
+<span>  y <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">as.factor</a></span><span class="op">(</span><span class="va">variable</span><span class="op">)</span>,</span>
+<span>  fill <span class="op">=</span> <span class="va">estimates</span></span>
+<span><span class="op">)</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_bar.html" class="external-link">geom_bar</a></span><span class="op">(</span></span>
+<span>    stat <span class="op">=</span> <span class="st">"identity"</span>,</span>
+<span>    show.legend <span class="op">=</span> <span class="cn">FALSE</span>,</span>
+<span>    alpha <span class="op">=</span> <span class="fl">0.8</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/lims.html" class="external-link">xlim</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">0</span>, <span class="fl">1</span><span class="op">)</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/geom_text.html" class="external-link">geom_label</a></span><span class="op">(</span><span class="fu"><a href="https://ggplot2.tidyverse.org/reference/aes.html" class="external-link">aes</a></span><span class="op">(</span>label <span class="op">=</span> <span class="va">nb_model</span>, x <span class="op">=</span> <span class="fl">0.1</span><span class="op">)</span>,</span>
+<span>    size <span class="op">=</span> <span class="fl">3</span>,</span>
+<span>    fill <span class="op">=</span> <span class="st">"white"</span></span>
+<span>  <span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/scale_viridis.html" class="external-link">scale_fill_viridis_b</a></span><span class="op">(</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">xlab</a></span><span class="op">(</span><span class="st">"Importance"</span><span class="op">)</span> <span class="op">+</span></span>
+<span>  <span class="fu"><a href="https://ggplot2.tidyverse.org/reference/labs.html" class="external-link">ylab</a></span><span class="op">(</span><span class="va">formula</span><span class="op">)</span></span></code></pre></div>
+<p><img src="alpha-div_files/figure-html/unnamed-chunk-7-2.png" width="700"></p>
+</div>
 <div class="section level2">
 <h2 id="session-information">Session information<a class="anchor" aria-label="anchor" href="#session-information"></a>
 </h2>
-<div class="sourceCode" id="cb6"><pre class="downlit sourceCode r">
+<div class="sourceCode" id="cb10"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/utils/sessionInfo.html" class="external-link">sessionInfo</a></span><span class="op">(</span><span class="op">)</span></span>
 <span><span class="co">#&gt; R version 4.3.3 (2024-02-29)</span></span>
 <span><span class="co">#&gt; Platform: x86_64-pc-linux-gnu (64-bit)</span></span>
@@ -213,12 +369,12 @@ <h2 id="session-information">Session information<a class="anchor" aria-label="an
 <span><span class="co">#&gt; LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0</span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; locale:</span></span>
-<span><span class="co">#&gt;  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C              </span></span>
-<span><span class="co">#&gt;  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8    </span></span>
-<span><span class="co">#&gt;  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8   </span></span>
-<span><span class="co">#&gt;  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                 </span></span>
-<span><span class="co">#&gt;  [9] LC_ADDRESS=C               LC_TELEPHONE=C            </span></span>
-<span><span class="co">#&gt; [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C       </span></span>
+<span><span class="co">#&gt;  [1] LC_CTYPE=fr_FR.UTF-8          LC_NUMERIC=C                 </span></span>
+<span><span class="co">#&gt;  [3] LC_TIME=fr_FR.UTF-8           LC_COLLATE=fr_FR.UTF-8       </span></span>
+<span><span class="co">#&gt;  [5] LC_MONETARY=fr_FR.UTF-8       LC_MESSAGES=fr_FR.UTF-8      </span></span>
+<span><span class="co">#&gt;  [7] LC_PAPER=fr_FR.UTF-8          LC_NAME=fr_FR.UTF-8          </span></span>
+<span><span class="co">#&gt;  [9] LC_ADDRESS=fr_FR.UTF-8        LC_TELEPHONE=fr_FR.UTF-8     </span></span>
+<span><span class="co">#&gt; [11] LC_MEASUREMENT=fr_FR.UTF-8    LC_IDENTIFICATION=fr_FR.UTF-8</span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; time zone: Europe/Paris</span></span>
 <span><span class="co">#&gt; tzcode source: system (glibc)</span></span>
@@ -227,9 +383,10 @@ <h2 id="session-information">Session information<a class="anchor" aria-label="an
 <span><span class="co">#&gt; [1] stats     graphics  grDevices utils     datasets  methods   base     </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; other attached packages:</span></span>
-<span><span class="co">#&gt; [1] ggh4x_0.2.8              MicrobiotaProcess_1.14.1 MiscMetabar_0.8.00      </span></span>
-<span><span class="co">#&gt; [4] purrr_1.0.2              dplyr_1.1.4              dada2_1.30.0            </span></span>
-<span><span class="co">#&gt; [7] Rcpp_1.0.12              ggplot2_3.5.0            phyloseq_1.46.0         </span></span>
+<span><span class="co">#&gt;  [1] glmulti_1.0.8            leaps_3.1                rJava_1.0-11            </span></span>
+<span><span class="co">#&gt;  [4] ggh4x_0.2.8              MicrobiotaProcess_1.14.1 MiscMetabar_0.9.1       </span></span>
+<span><span class="co">#&gt;  [7] purrr_1.0.2              dplyr_1.1.4              dada2_1.30.0            </span></span>
+<span><span class="co">#&gt; [10] Rcpp_1.0.12              ggplot2_3.5.0            phyloseq_1.46.0         </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; loaded via a namespace (and not attached):</span></span>
 <span><span class="co">#&gt;   [1] libcoin_1.0-10              RColorBrewer_1.1-3         </span></span>
@@ -252,8 +409,8 @@ <h2 id="session-information">Session information<a class="anchor" aria-label="an
 <span><span class="co">#&gt;  [35] iterators_1.0.14            pkgconfig_2.0.3            </span></span>
 <span><span class="co">#&gt;  [37] Matrix_1.6-5                R6_2.5.1                   </span></span>
 <span><span class="co">#&gt;  [39] fastmap_1.1.1               GenomeInfoDbData_1.2.11    </span></span>
-<span><span class="co">#&gt;  [41] MatrixGenerics_1.14.0       aplot_0.2.2                </span></span>
-<span><span class="co">#&gt;  [43] digest_0.6.35               ggnewscale_0.4.10          </span></span>
+<span><span class="co">#&gt;  [41] MatrixGenerics_1.14.0       digest_0.6.35              </span></span>
+<span><span class="co">#&gt;  [43] aplot_0.2.2                 ggnewscale_0.4.10          </span></span>
 <span><span class="co">#&gt;  [45] colorspace_2.1-0            ShortRead_1.60.0           </span></span>
 <span><span class="co">#&gt;  [47] patchwork_1.2.0             S4Vectors_0.40.2           </span></span>
 <span><span class="co">#&gt;  [49] textshaping_0.3.7           GenomicRanges_1.54.1       </span></span>
@@ -295,9 +452,10 @@ <h2 id="session-information">Session information<a class="anchor" aria-label="an
 <span><span class="co">#&gt; [121] parallel_4.3.3              pkgdown_2.0.7              </span></span>
 <span><span class="co">#&gt; [123] latticeExtra_0.6-30         jpeg_0.1-10                </span></span>
 <span><span class="co">#&gt; [125] bitops_1.0-7                ggstar_1.0.4               </span></span>
-<span><span class="co">#&gt; [127] mvtnorm_1.2-4               tidytree_0.4.6             </span></span>
-<span><span class="co">#&gt; [129] scales_1.3.0                crayon_1.5.2               </span></span>
-<span><span class="co">#&gt; [131] rlang_1.1.3                 multcomp_1.4-25</span></span></code></pre></div>
+<span><span class="co">#&gt; [127] viridisLite_0.4.2           mvtnorm_1.2-4              </span></span>
+<span><span class="co">#&gt; [129] tidytree_0.4.6              scales_1.3.0               </span></span>
+<span><span class="co">#&gt; [131] crayon_1.5.2                rlang_1.1.3                </span></span>
+<span><span class="co">#&gt; [133] multcomp_1.4-25</span></span></code></pre></div>
 </div>
 
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diff --git a/docs/articles/beta-div.html b/docs/articles/beta-div.html
index 462bb612..b762a709 100644
--- a/docs/articles/beta-div.html
+++ b/docs/articles/beta-div.html
@@ -33,7 +33,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">MiscMetabar</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.8.00</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.9.1</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -142,7 +142,7 @@ <h3 id="permanova">Permanova<a class="anchor" aria-label="anchor" href="#permano
 <td align="right">0.8514605</td>
 <td align="right">0.0135626</td>
 <td align="right">1.103256</td>
-<td align="right">0.134</td>
+<td align="right">0.133</td>
 </tr>
 <tr class="odd">
 <td align="left">Residual</td>
@@ -348,8 +348,8 @@ <h2 id="session-information">Session information<a class="anchor" aria-label="an
 <span><span class="co">#&gt; [8] base     </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; other attached packages:</span></span>
-<span><span class="co">#&gt; [1] MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4        dada2_1.30.0      </span></span>
-<span><span class="co">#&gt; [5] Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0   </span></span>
+<span><span class="co">#&gt; [1] MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4       dada2_1.30.0     </span></span>
+<span><span class="co">#&gt; [5] Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0  </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; loaded via a namespace (and not attached):</span></span>
 <span><span class="co">#&gt;   [1] bitops_1.0-7                pbapply_1.7-2              </span></span>
diff --git a/docs/articles/beta-div_files/figure-html/unnamed-chunk-13-1.png b/docs/articles/beta-div_files/figure-html/unnamed-chunk-13-1.png
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diff --git a/docs/articles/filter.html b/docs/articles/filter.html
index 957644c1..dd07fafb 100644
--- a/docs/articles/filter.html
+++ b/docs/articles/filter.html
@@ -33,7 +33,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">MiscMetabar</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.8.00</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.9.1</small>
 
     
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@@ -194,7 +194,7 @@ <h4 id="filter-taxa-using-blast-score-against-a-database">Filter taxa using blas
 <span><span class="fu"><a href="https://rdrr.io/r/base/warning.html" class="external-link">suppressWarnings</a></span><span class="op">(</span><span class="va">blast_error_or_not</span> <span class="op">&lt;-</span></span>
 <span>  <span class="kw"><a href="https://rdrr.io/r/base/try.html" class="external-link">try</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/system.html" class="external-link">system</a></span><span class="op">(</span><span class="st">"blastn 2&gt;&amp;1"</span>, intern <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span>, silent <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span><span class="op">)</span></span>
 <span></span>
-<span><span class="kw">if</span> <span class="op">(</span><span class="op">!</span><span class="fu">is</span><span class="op">(</span><span class="va">blast_error_or_not</span>, <span class="st">"try-error"</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span>
+<span><span class="kw">if</span> <span class="op">(</span><span class="op">!</span><span class="fu"><a href="https://rdrr.io/r/methods/is.html" class="external-link">is</a></span><span class="op">(</span><span class="va">blast_error_or_not</span>, <span class="st">"try-error"</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span>
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 <span>  <span class="va">df_blast_50</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/filter_asv_blast.html">filter_asv_blast</a></span><span class="op">(</span><span class="va">df_basidio</span>,</span>
 <span>    fasta_for_db <span class="op">=</span> <span class="va">path_db</span>,</span>
@@ -212,7 +212,7 @@ <h4 id="filter-taxa-using-blast-score-against-a-database">Filter taxa using blas
 <span>    <span class="op">)</span></span>
 <span><span class="op">}</span></span></code></pre></div>
 <div class="sourceCode" id="cb5"><pre class="downlit sourceCode r">
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+<code class="sourceCode R"><span><span class="kw">if</span> <span class="op">(</span><span class="op">!</span><span class="fu"><a href="https://rdrr.io/r/methods/is.html" class="external-link">is</a></span><span class="op">(</span><span class="va">blast_error_or_not</span>, <span class="st">"try-error"</span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span>
 <span>  <span class="fu"><a href="https://renkun-ken.github.io/formattable/reference/formattable.html" class="external-link">formattable</a></span><span class="op">(</span></span>
 <span>    <span class="va">track_formattable</span>,</span>
 <span>    <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span></span>
@@ -401,7 +401,7 @@ <h4 id="filter-taxa-using-a-known-taxa-for-control">Filter taxa using a known ta
 <span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: cyan; width: 98.83%">1817543</span>
 </td>
 <td style="text-align:right;">
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+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: yellowgreen; width: 93.40%">1402</span>
 </td>
 <td style="text-align:right;">
 <span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: lightpink; width: 100.00%">185</span>
@@ -412,10 +412,10 @@ <h4 id="filter-taxa-using-a-known-taxa-for-control">Filter taxa using a known ta
 cutoff_mixt
 </td>
 <td style="text-align:right;">
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+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: cyan; width: 96.33%">1771585</span>
 </td>
 <td style="text-align:right;">
-<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: yellowgreen; width: 46.07%">1279</span>
+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: yellowgreen; width: 49.06%">1281</span>
 </td>
 <td style="text-align:right;">
 <span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: lightpink; width: 100.00%">185</span>
@@ -429,7 +429,7 @@ <h4 id="filter-taxa-using-a-known-taxa-for-control">Filter taxa using a known ta
 <span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: cyan; width: 98.16%">1805274</span>
 </td>
 <td style="text-align:right;">
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+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: yellowgreen; width: 84.61%">1378</span>
 </td>
 <td style="text-align:right;">
 <span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: lightpink; width: 100.00%">185</span>
@@ -440,10 +440,10 @@ <h4 id="filter-taxa-using-a-known-taxa-for-control">Filter taxa using a known ta
 min
 </td>
 <td style="text-align:right;">
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+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: cyan; width: 99.83%">1835949</span>
 </td>
 <td style="text-align:right;">
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+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: yellowgreen; width: 98.90%">1417</span>
 </td>
 <td style="text-align:right;">
 <span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: lightpink; width: 100.00%">185</span>
@@ -454,10 +454,10 @@ <h4 id="filter-taxa-using-a-known-taxa-for-control">Filter taxa using a known ta
 max
 </td>
 <td style="text-align:right;">
-<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: cyan; width: 95.47%">1755811</span>
+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: cyan; width: 95.55%">1757372</span>
 </td>
 <td style="text-align:right;">
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+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: yellowgreen; width: 30.00%">1229</span>
 </td>
 <td style="text-align:right;">
 <span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: lightpink; width: 100.00%">185</span>
@@ -468,10 +468,10 @@ <h4 id="filter-taxa-using-a-known-taxa-for-control">Filter taxa using a known ta
 mean
 </td>
 <td style="text-align:right;">
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 </td>
 <td style="text-align:right;">
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+<span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: yellowgreen; width: 66.65%">1329</span>
 </td>
 <td style="text-align:right;">
 <span style="display: inline-block; direction: rtl; unicode-bidi: plaintext; border-radius: 4px; padding-right: 2px; background-color: lightpink; width: 100.00%">185</span>
@@ -509,8 +509,8 @@ <h2 id="session-information">Session information<a class="anchor" aria-label="an
 <span><span class="co">#&gt; [1] stats     graphics  grDevices utils     datasets  methods   base     </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; other attached packages:</span></span>
-<span><span class="co">#&gt; [1] formattable_0.2.1  MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4       </span></span>
-<span><span class="co">#&gt; [5] dada2_1.30.0       Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0   </span></span>
+<span><span class="co">#&gt; [1] formattable_0.2.1 MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4      </span></span>
+<span><span class="co">#&gt; [5] dada2_1.30.0      Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0  </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; loaded via a namespace (and not attached):</span></span>
 <span><span class="co">#&gt;   [1] bitops_1.0-7                pbapply_1.7-2              </span></span>
diff --git a/docs/articles/import_export_track.html b/docs/articles/import_export_track.html
index 6cee47bd..befdc9b8 100644
--- a/docs/articles/import_export_track.html
+++ b/docs/articles/import_export_track.html
@@ -33,7 +33,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">MiscMetabar</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.8.00</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.9.1</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -187,8 +187,8 @@ <h2 id="session-information">Session information<a class="anchor" aria-label="an
 <span><span class="co">#&gt; [1] stats     graphics  grDevices utils     datasets  methods   base     </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; other attached packages:</span></span>
-<span><span class="co">#&gt; [1] formattable_0.2.1  MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4       </span></span>
-<span><span class="co">#&gt; [5] dada2_1.30.0       Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0   </span></span>
+<span><span class="co">#&gt; [1] formattable_0.2.1 MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4      </span></span>
+<span><span class="co">#&gt; [5] dada2_1.30.0      Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0  </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; loaded via a namespace (and not attached):</span></span>
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diff --git a/docs/articles/states_of_fields_in_R.html b/docs/articles/states_of_fields_in_R.html
index f27a1aad..c2946dc5 100644
--- a/docs/articles/states_of_fields_in_R.html
+++ b/docs/articles/states_of_fields_in_R.html
@@ -33,7 +33,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">MiscMetabar</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.8.00</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.9.1</small>
 
     
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diff --git a/docs/articles/tengeler.html b/docs/articles/tengeler.html
index 5f6bc5cf..ea81e3b9 100644
--- a/docs/articles/tengeler.html
+++ b/docs/articles/tengeler.html
@@ -33,7 +33,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">MiscMetabar</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.8.00</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.9.1</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -309,8 +309,8 @@ <h2 id="beta-diversity-analysis-effect-of-patient-status-and-cohort">Beta-divers
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 <span><span class="co">#&gt; </span></span>
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 <span><span class="co">#&gt;  [1] metacoder_0.3.7          iNEXT_3.0.1              patchwork_1.2.0         </span></span>
-<span><span class="co">#&gt;  [4] MiscMetabar_0.8.00       purrr_1.0.2              dplyr_1.1.4             </span></span>
+<span><span class="co">#&gt;  [4] MiscMetabar_0.9.1        purrr_1.0.2              dplyr_1.1.4             </span></span>
 <span><span class="co">#&gt;  [7] dada2_1.30.0             Rcpp_1.0.12              ggplot2_3.5.0           </span></span>
 <span><span class="co">#&gt; [10] phyloseq_1.46.0          MicrobiotaProcess_1.14.1</span></span>
 <span><span class="co">#&gt; </span></span>
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diff --git a/docs/articles/tree_visualization.html b/docs/articles/tree_visualization.html
index ad1a7440..efb60834 100644
--- a/docs/articles/tree_visualization.html
+++ b/docs/articles/tree_visualization.html
@@ -33,7 +33,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">MiscMetabar</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.8.00</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.9.1</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -175,9 +175,9 @@ <h2 id="session-information">Session information<a class="anchor" aria-label="an
 <span><span class="co">#&gt; [1] stats     graphics  grDevices utils     datasets  methods   base     </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; other attached packages:</span></span>
-<span><span class="co">#&gt;  [1] ggtree_3.10.1      treeio_1.26.0      phangorn_2.11.1    ape_5.8           </span></span>
-<span><span class="co">#&gt;  [5] MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4        dada2_1.30.0      </span></span>
-<span><span class="co">#&gt;  [9] Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0    tidytree_0.4.6    </span></span>
+<span><span class="co">#&gt;  [1] ggtree_3.10.1     treeio_1.26.0     phangorn_2.11.1   ape_5.8          </span></span>
+<span><span class="co">#&gt;  [5] MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4       dada2_1.30.0     </span></span>
+<span><span class="co">#&gt;  [9] Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0   tidytree_0.4.6   </span></span>
 <span><span class="co">#&gt; </span></span>
 <span><span class="co">#&gt; loaded via a namespace (and not attached):</span></span>
 <span><span class="co">#&gt;   [1] RColorBrewer_1.1-3          rstudioapi_0.16.0          </span></span>
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diff --git a/docs/news/index.html b/docs/news/index.html
index 0d432623..b2b44c7f 100644
--- a/docs/news/index.html
+++ b/docs/news/index.html
@@ -10,7 +10,7 @@
     
     <a class="navbar-brand me-2" href="../index.html">MiscMetabar</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.8.00</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="Released version">0.9.1</small>
 
     
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -72,7 +72,28 @@ <h6 class="dropdown-header" data-toc-skip>For developpers</h6>
     </div>
 
     <div class="section level2">
-<h2 class="pkg-version" data-toc-text="0.8" id="miscmetabar-08-in-development">MiscMetabar 0.8 (in development)<a class="anchor" aria-label="anchor" href="#miscmetabar-08-in-development"></a></h2>
+<h2 class="pkg-version" data-toc-text="0.9.1" id="miscmetabar-091-in-development">MiscMetabar 0.9.1 (in development)<a class="anchor" aria-label="anchor" href="#miscmetabar-091-in-development"></a></h2>
+<div class="section level3">
+<h3 id="new-functions-0-9-1">New functions<a class="anchor" aria-label="anchor" href="#new-functions-0-9-1"></a></h3>
+<ul><li>Add functions [taxa_as_rows()] and [taxa_as_columns()] to replace verbose called to [clean_pq()]</li>
+<li>Add function [ggscatt_pq()] to plot and test for effect of a numerical columns in sam_data on Hill number. Its the equivalent for numerical variables of [ggbetween_pq()] which focus on the effect of a factor.</li>
+<li>Add functions [var_par_pq()] , [var_par_rarperm_pq()] and [plot_var_part_pq()] to compute the partition of the variation of community and plot it. It introduce the notion of <code>rarperm</code> part in the function name. It refers to the fact that this function compute permutation of samples depth rarefaction to measure the variation due to the random process in rarefaction.</li>
+<li>Add function [hill_test_rarperm_pq()] to test the effect of a factor on hill diversity accounting for the variation due to random nature of the rarefaction by sample depth.</li>
+<li>Add function [rarefy_sample_count_by_modality()] to equalize the number of samples for each levels of a modality (factor)</li>
+<li>Add function [accu_plot_balanced_modality()] to plot accumulation curves with balanced modality (same number of samples per level) and depth rarefaction (same number of sequences per sample)</li>
+<li>Add function [adonis_rarperm_pq()] to compute multiple Permanova analyses on different sample depth rarefaction.</li>
+<li>Add function [ggaluv_pq()] to plot taxonomic distribution in alluvial fashion with ggplot2 (using the [ggalluvial] package)</li>
+<li>Add function [glmutli_pq()] to use automated model selection and multimodel inference with (G)LMs for phyloseq object</li>
+</ul></div>
+<div class="section level3">
+<h3 id="new-parameters-0-9-1">New parameters<a class="anchor" aria-label="anchor" href="#new-parameters-0-9-1"></a></h3>
+<ul><li>Add param <code>taxa_ranks</code> in function [psmelt_samples_pq()] to group results by samples AND taxonomic ranks.</li>
+<li>Add param <code>hill_scales</code> in functions [hill_tuckey_pq()] and [hill_pq()] to choose the level of the hill number.</li>
+<li>Add param <code>na_remove</code> in function <code><a href="../reference/hill_pq.html">hill_pq()</a></code> to remove samples with NA in the factor fact.</li>
+</ul></div>
+</div>
+    <div class="section level2">
+<h2 class="pkg-version" data-toc-text="0.8.1" id="miscmetabar-081">MiscMetabar 0.8.1<a class="anchor" aria-label="anchor" href="#miscmetabar-081"></a></h2>
 <ul><li>Add param <code>plot_with_tuckey</code> to <code><a href="../reference/hill_pq.html">hill_pq()</a></code>.,</li>
 <li>Add function <code><a href="../reference/formattable_pq.html">formattable_pq()</a></code> to make beautiful table of the distribution of taxa across a modality using visualization inside in the table.</li>
 <li>Add functions <code><a href="../reference/fac2col.html">fac2col()</a></code> and <code><a href="../reference/transp.html">transp()</a></code> to facilitate manipulation of colors, especially in function <code><a href="../reference/formattable_pq.html">formattable_pq()</a></code>
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diff --git a/docs/reference/lulu_pq.html b/docs/reference/lulu_pq.html
index 176d9cf3..95d98a85 100644
--- a/docs/reference/lulu_pq.html
+++ b/docs/reference/lulu_pq.html
@@ -645,7 +645,6 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ####processing: ASV12 #####4</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> ---hits: ASV67</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ---hits: ASV107</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ---hits: ASV1542</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ---hits: ASV624</span>
@@ -12789,7 +12788,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ####processing: ASV23 #####4</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
-<span class="r-msg co"><span class="r-pr">#&gt;</span> ---hits: 4</span>
+<span class="r-msg co"><span class="r-pr">#&gt;</span> ---hits: ASV2304</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> ---potential parent: 4</span>
 <span class="r-msg co"><span class="r-pr">#&gt;</span> </span>
@@ -69596,7 +69595,7 @@ <h2 id="ref-examples">Examples<a class="anchor" aria-label="anchor" href="#ref-e
 <span class="r-out co"><span class="r-pr">#&gt;</span>  [99] "ASV1471" "ASV1563" "ASV1627" "ASV1665"</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> $res_lulu$runtime</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> Time difference of 10.32786 secs</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> Time difference of 9.920773 secs</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> $res_lulu$minimum_match</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> [1] 84</span>
diff --git a/docs/search.json b/docs/search.json
index cf42b6cb..ebf0b0f4 100644
--- a/docs/search.json
+++ b/docs/search.json
@@ -1 +1 @@
-[{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"our-pledge","dir":"","previous_headings":"","what":"Our Pledge","title":"Contributor Covenant Code of Conduct","text":"members, contributors, leaders pledge make participation community harassment-free experience everyone, regardless age, body size, visible invisible disability, ethnicity, sex characteristics, gender identity expression, level experience, education, socio-economic status, nationality, personal appearance, race, religion, sexual identity orientation. pledge act interact ways contribute open, welcoming, diverse, inclusive, healthy community.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"our-standards","dir":"","previous_headings":"","what":"Our Standards","title":"Contributor Covenant Code of Conduct","text":"Examples behavior contributes positive environment community include: Demonstrating empathy kindness toward people respectful differing opinions, viewpoints, experiences Giving gracefully accepting constructive feedback Accepting responsibility apologizing affected mistakes, learning experience Focusing best just us individuals, overall community Examples unacceptable behavior include: use sexualized language imagery, sexual attention advances kind Trolling, insulting derogatory comments, personal political attacks Public private harassment Publishing others’ private information, physical email address, without explicit permission conduct reasonably considered inappropriate professional setting","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"enforcement-responsibilities","dir":"","previous_headings":"","what":"Enforcement Responsibilities","title":"Contributor Covenant Code of Conduct","text":"Community leaders responsible clarifying enforcing standards acceptable behavior take appropriate fair corrective action response behavior deem inappropriate, threatening, offensive, harmful. Community leaders right responsibility remove, edit, reject comments, commits, code, wiki edits, issues, contributions aligned Code Conduct, communicate reasons moderation decisions appropriate.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"scope","dir":"","previous_headings":"","what":"Scope","title":"Contributor Covenant Code of Conduct","text":"Code Conduct applies within community spaces, also applies individual officially representing community public spaces. Examples representing community include using official e-mail address, posting via official social media account, acting appointed representative online offline event.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"enforcement","dir":"","previous_headings":"","what":"Enforcement","title":"Contributor Covenant Code of Conduct","text":"Instances abusive, harassing, otherwise unacceptable behavior may reported community leaders responsible enforcement adrientaudiere@tutanota.com. complaints reviewed investigated promptly fairly. community leaders obligated respect privacy security reporter incident.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"enforcement-guidelines","dir":"","previous_headings":"","what":"Enforcement Guidelines","title":"Contributor Covenant Code of Conduct","text":"Community leaders follow Community Impact Guidelines determining consequences action deem violation Code Conduct:","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"id_1-correction","dir":"","previous_headings":"Enforcement Guidelines","what":"1. Correction","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Use inappropriate language behavior deemed unprofessional unwelcome community. Consequence: private, written warning community leaders, providing clarity around nature violation explanation behavior inappropriate. public apology may requested.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"id_2-warning","dir":"","previous_headings":"Enforcement Guidelines","what":"2. Warning","title":"Contributor Covenant Code of Conduct","text":"Community Impact: violation single incident series actions. Consequence: warning consequences continued behavior. interaction people involved, including unsolicited interaction enforcing Code Conduct, specified period time. includes avoiding interactions community spaces well external channels like social media. Violating terms may lead temporary permanent ban.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"id_3-temporary-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"3. Temporary Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: serious violation community standards, including sustained inappropriate behavior. Consequence: temporary ban sort interaction public communication community specified period time. public private interaction people involved, including unsolicited interaction enforcing Code Conduct, allowed period. Violating terms may lead permanent ban.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"id_4-permanent-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"4. Permanent Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Demonstrating pattern violation community standards, including sustained inappropriate behavior, harassment individual, aggression toward disparagement classes individuals. Consequence: permanent ban sort public interaction within community.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"attribution","dir":"","previous_headings":"","what":"Attribution","title":"Contributor Covenant Code of Conduct","text":"Code Conduct adapted Contributor Covenant, version 2.0, available https://www.contributor-covenant.org/version/2/0/code_of_conduct.html. Community Impact Guidelines inspired Mozilla’s code conduct enforcement ladder. answers common questions code conduct, see FAQ https://www.contributor-covenant.org/faq. Translations available https://www.contributor-covenant.org/translations.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":null,"dir":"","previous_headings":"","what":"Contributing to MiscMetabar","title":"Contributing to MiscMetabar","text":"First , thanks taking time contribute MiscMetabar! contributing guide heavily based contributing guide rcompendium. types contributions encouraged valued. See Table contents different ways help details project handles . Please make sure read relevant section making contribution. make lot easier us maintainers smooth experience involved.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"table-of-contents","dir":"","previous_headings":"","what":"Table of contents","title":"Contributing to MiscMetabar","text":"Code conduct Style guide Commit messages Asking questions Reporting bugs Requesting features Contributing code","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"code-of-conduct","dir":"","previous_headings":"","what":"Code of conduct","title":"Contributing to MiscMetabar","text":"project released Contributor Code Conduct. participating, expected uphold code. Please report unacceptable behavior adrien.taudiere@zaclys.net.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"style-guide","dir":"","previous_headings":"","what":"Style guide","title":"Contributing to MiscMetabar","text":"use Tidyverse style guide writing R code. Functions documented roxygen2 syntax. MiscMetabar uses lower_snake_case except want integrate names packages.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"commit-messages","dir":"","previous_headings":"","what":"Commit messages","title":"Contributing to MiscMetabar","text":"want contribute commiting changes, please try use (least ) Conventional commits specification.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"asking-questions","dir":"","previous_headings":"","what":"Asking questions","title":"Contributing to MiscMetabar","text":"ask question, best search existing Issues might help . case found suitable issue still need clarification, can write question issue. still feel need ask question need clarification, recommend following: Open new Issue. Use template other_issue.md. Provide much context can ’re running . Provide project platform versions (paste output sessionInfo()). take care issue soon possible.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"before-submitting-a-bug-report","dir":"","previous_headings":"Reporting bugs","what":"Before submitting a bug report","title":"Contributing to MiscMetabar","text":"good bug report shouldn’t leave others needing chase information. Therefore, ask investigate carefully, collect information describe issue detail report. Please complete following steps advance help us fix potential bug fast possible. Make sure using latest version MiscMetabar. Determine bug really bug error side. see users experienced (potentially already solved) issue , check already bug report existing bug error bug tracker.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"how-do-i-submit-a-bug-report","dir":"","previous_headings":"Reporting bugs","what":"How do I submit a bug report?","title":"Contributing to MiscMetabar","text":"use GitHub Issues track bugs errors. run issue project: Open new Issue. Use template bug_report.md. Explain behavior expect actual behavior. Please provide much context possible describe reproduction steps someone else can follow recreate issue . usually includes code reproducible example. take care issue soon possible.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"before-requesting-a-feature","dir":"","previous_headings":"Requesting features","what":"Before requesting a feature","title":"Contributing to MiscMetabar","text":"Make sure using latest version MiscMetabar. Read documentationcarefully find functionality already covered. Perform search see enhancement already suggested. , add comment existing issue instead opening new one.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"how-do-i-submit-a-feature-request","dir":"","previous_headings":"Requesting features","what":"How do I submit a feature request?","title":"Contributing to MiscMetabar","text":"Feature requests tracked GitHub Issues. Open new Issue. Use template feature_request.md. Provide clear descriptive title issue identify suggestion. Provide step--step description suggested enhancement many details possible. Explain enhancement useful MiscMetabar users. take care issue soon possible.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"contributing-code","dir":"","previous_headings":"","what":"Contributing code","title":"Contributing to MiscMetabar","text":"add rules package development pkgdown site . short : Always indicate required params (required) Indicate default values () set values possible (e.g “bray” parameter method [vegan::vegdist()]) (ii) value well thought good default value users (e.g. number permutation processors, level identity cluster 97%). Indicate type logical integer params. Homogenize params names across function. Prefer ASVs OTUs denomination, even thought almost interchangeable MiscMetabar package. #### Lifecycle Experimental: First status function Maturing: tests /analyses make stronger functions Stable: Good level confidence","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"general-workflow","dir":"","previous_headings":"Contributing code","what":"General workflow","title":"Contributing to MiscMetabar","text":"use GitHub flow collaborate project: Fork repository using GitHub interface. Clone fork using git clone fork-url (replace fork-url URL fork). Alternatively, open RStudio IDE create New Project Version Control. Create new branch w/ git checkout -b branch-name (replace branch-name name new branch). Make contribution (see examples). Stage (git add) commit (git commit) changes often necessary Push changes GitHub w/ git push origin branch-name. Submit Pull Request original repo. review PR soon possible.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"editing-the-readme","dir":"","previous_headings":"Contributing code > Improve documentation","what":"Editing the README","title":"Contributing to MiscMetabar","text":"want contribute improving README, please edit README.Rmd (README.md). forget update README.md running:","code":"rmarkdown::render(\"README.Rmd\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"editing-vignettes","dir":"","previous_headings":"Contributing code > Improve documentation","what":"Editing vignettes","title":"Contributing to MiscMetabar","text":"want contribute editing existing vignette, just edit corresponding Rmd file stored vignettes/ folder. want contribute adding new vignette, create new Rmd file vignettes/ folder add following header: use new external dependency, forget add DESCRIPTION file section Suggests (package already listed section Imports). Check integrity package :","code":"--- title: \"Vignette Title\" output: rmarkdown::html_vignette vignette: >   %\\VignetteIndexEntry{Vignette Title}   %\\VignetteEngine{knitr::rmarkdown}   %\\VignetteEncoding{UTF-8} --- devtools::check()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"editing-function-documentation","dir":"","previous_headings":"Contributing code > Improve documentation","what":"Editing function documentation","title":"Contributing to MiscMetabar","text":"want contribute improving documentation function, open corresponding file R/ folder edit lines starting #' (roxygen2 syntax). Update documentation (Rd files man/ folder) running: use new external dependency example section, forget add DESCRIPTION file section Imports (package already listed). Check integrity package :","code":"devtools::document() devtools::check()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"fix-bug","dir":"","previous_headings":"Contributing code","what":"Fix bug","title":"Contributing to MiscMetabar","text":"want contribute improving code function, open edit corresponding file R/ folder. Check integrity package : forget adapt unit tests function editing corresponding file stored tests/testthat/ folder. use package testthat implement unit tests. Check tests running: Warning, test time-consuming. Feel free improve speed tests!","code":"devtools::check() devtools::test()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"new-feature","dir":"","previous_headings":"Contributing code","what":"New feature","title":"Contributing to MiscMetabar","text":"want contribute submitting new feature, please follow workflow: Create new R file folder R/. Implement code function. Document function w/ roxygen2 syntax. necessary, add additional dependencies DESCRIPTION file. Update package documentation w/ devtools::document(). Create new R file folder tests/testthat/. Implement unit tests new function. Check integrity package w/ devtools::check(). Thanks contribution!","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"raison-dêtre","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis","what":"Raison d’être","title":"Introduction","text":"Complete R packages dada2 phyloseq Useful visualizations (biplot_pq, circle_pq, upset_pq, ggvenn_pq) Facilitate use targets package","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"quick-overview","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis","what":"Quick overview","title":"Introduction","text":"introduction metabarcoding R, Please visite state field vignettes. import, export track vignette explains import export phyloseq object. also show summarize useful information (number sequences, samples clusters) accross bioinformatic pipelines. interested ecological metrics, see vignettes describing alpha-diversity beta-diversity analysis. vignette filter taxa samples describes data-filtering processes using MiscMetabar reclustering tutorial introduces different way clustering already-clustered OTU/ASV. vignette tengeler explore dataset Tengeler et al. (2020) using MiscMetabar functions. developers, also wrote vignette describing som rules codes.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"summarize-a-physeq-object","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis > Quick overview","what":"Summarize a physeq object","title":"Introduction","text":"","code":"library(\"MiscMetabar\") library(\"phyloseq\") library(\"magrittr\") data(\"data_fungi\") summary_plot_pq(data_fungi)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"create-an-interactive-table-of-the-tax_table","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis > Quick overview","what":"Create an interactive table of the tax_table","title":"Introduction","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") tax_datatable(subset_taxa(   GlobalPatterns,   rowSums(GlobalPatterns@otu_table) > 100000 ))"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"sankey-diagram-of-the-tax_table","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis > Quick overview","what":"Sankey diagram of the tax_table","title":"Introduction","text":"","code":"gp <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") sankey_pq(gp, taxa = c(1:5))"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"upset-plot-for-visualize-distribution-of-taxa-in-function-of-samples-variables","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis > Quick overview","what":"Upset plot for visualize distribution of taxa in function of samples variables","title":"Introduction","text":"","code":"upset_pq(gp, \"SampleType\", taxa = \"Class\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"references","dir":"Articles","previous_headings":"","what":"References","title":"Introduction","text":"Tengeler, .C., Dam, S.., Wiesmann, M. et al. Gut microbiota persons attention-deficit/hyperactivity disorder affects brain mice. Microbiome 8, 44 (2020). https://doi.org/10.1186/s40168-020-00816-x","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"session-inform","dir":"Articles","previous_headings":"","what":"Session inform","title":"Introduction","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] magrittr_2.0.3     MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4        #> [5] dada2_1.30.0       Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0    #>  #> loaded via a namespace (and not attached): #>   [1] bitops_1.0-7                deldir_2.0-4                #>   [3] permute_0.9-7               rlang_1.1.3                 #>   [5] ade4_1.7-22                 matrixStats_1.3.0           #>   [7] compiler_4.3.3              mgcv_1.9-1                  #>   [9] png_0.1-8                   systemfonts_1.0.6           #>  [11] vctrs_0.6.5                 reshape2_1.4.4              #>  [13] stringr_1.5.1               pkgconfig_2.0.3             #>  [15] crayon_1.5.2                fastmap_1.1.1               #>  [17] XVector_0.42.0              labeling_0.4.3              #>  [19] utf8_1.2.4                  Rsamtools_2.18.0            #>  [21] rmarkdown_2.26              ragg_1.3.0                  #>  [23] xfun_0.43                   zlibbioc_1.48.2             #>  [25] cachem_1.0.8                GenomeInfoDb_1.38.8         #>  [27] jsonlite_1.8.8              biomformat_1.30.0           #>  [29] highr_0.10                  rhdf5filters_1.14.1         #>  [31] DelayedArray_0.28.0         Rhdf5lib_1.24.2             #>  [33] BiocParallel_1.36.0         jpeg_0.1-10                 #>  [35] parallel_4.3.3              cluster_2.1.6               #>  [37] R6_2.5.1                    bslib_0.7.0                 #>  [39] stringi_1.8.3               RColorBrewer_1.1-3          #>  [41] ComplexUpset_1.3.3          GenomicRanges_1.54.1        #>  [43] jquerylib_0.1.4             SummarizedExperiment_1.32.0 #>  [45] iterators_1.0.14            knitr_1.46                  #>  [47] IRanges_2.36.0              Matrix_1.6-5                #>  [49] splines_4.3.3               igraph_2.0.3                #>  [51] tidyselect_1.2.1            rstudioapi_0.16.0           #>  [53] abind_1.4-5                 yaml_2.3.8                  #>  [55] vegan_2.6-4                 codetools_0.2-19            #>  [57] hwriter_1.3.2.1             lattice_0.22-6              #>  [59] tibble_3.2.1                plyr_1.8.9                  #>  [61] Biobase_2.62.0              withr_3.0.0                 #>  [63] ShortRead_1.60.0            evaluate_0.23               #>  [65] desc_1.4.3                  survival_3.5-8              #>  [67] RcppParallel_5.1.7          Biostrings_2.70.3           #>  [69] pillar_1.9.0                MatrixGenerics_1.14.0       #>  [71] DT_0.33                     foreach_1.5.2               #>  [73] stats4_4.3.3                generics_0.1.3              #>  [75] RCurl_1.98-1.14             S4Vectors_0.40.2            #>  [77] munsell_0.5.1               scales_1.3.0                #>  [79] glue_1.7.0                  tools_4.3.3                 #>  [81] interp_1.1-6                data.table_1.15.4           #>  [83] GenomicAlignments_1.38.2    fs_1.6.3                    #>  [85] rhdf5_2.46.1                grid_4.3.3                  #>  [87] tidyr_1.3.1                 ape_5.8                     #>  [89] crosstalk_1.2.1             latticeExtra_0.6-30         #>  [91] colorspace_2.1-0            patchwork_1.2.0             #>  [93] networkD3_0.4               nlme_3.1-164                #>  [95] GenomeInfoDbData_1.2.11     cli_3.6.2                   #>  [97] textshaping_0.3.7           fansi_1.0.6                 #>  [99] S4Arrays_1.2.1              gtable_0.3.4                #> [101] sass_0.4.9                  digest_0.6.35               #> [103] BiocGenerics_0.48.1         SparseArray_1.2.4           #> [105] htmlwidgets_1.6.4           farver_2.1.1                #> [107] memoise_2.0.1               htmltools_0.5.8.1           #> [109] pkgdown_2.0.7               multtest_2.58.0             #> [111] lifecycle_1.0.4             MASS_7.3-60.0.1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"re-clustering-asvs","dir":"Articles","previous_headings":"","what":"Re-clustering ASVs","title":"Reclustering","text":"ASV (stands Amplicon Sequence Variant; also called ESV Exact Amplicon Variant) DNA sequence obtained high-throughput analysis marker genes. OTU group closely related individuals created clustering sequences based threshold similarity. ASV special case OTU similarity threshold 100%. third concept zero-radius OTU zOTU (Edgar 2016) concept ASV compute softwares dada (e.g. vsearch). choice ASV OTU important lead different results (Joos et al. (2020), Box 2 Tedersoo et al. (2022), Chiarello et al. (2022)). articles recommend making choice depending question. example, ASV may better OTU describing group closely related species. addition, ASV comparable across different datasets (obtained using identical marker genes). hand, (Tedersoo et al. 2022) report ASV approaches overestimate richness common fungal species (due haplotype variation), underestimate richness rare species. therefore recommend use OTUs metabarcoding analyses fungal communities. Finally, (Kauserud 2023) argues ASV term falls within original OTU term recommends adopting OTU terms, concise clear report OTUs generated. Recent articles (Forster et al. 2019; Antich et al. 2021; brandt2021?) propose use approach together. recommend () using ASV denoise dataset (ii) questions, clustering ASV sequences OTUs. (garcia2019?) used concept demonstrate ecotypes (ASV within OTUs) adapted different values environmental factors favoring persistence OTU across changing environmental conditions. goal function asv2otu(), using either DECIPHER::Clusterize function R vsearch software.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"using-decipher-or-vsearch-algorithm","dir":"Articles","previous_headings":"Re-clustering ASVs","what":"Using decipher or Vsearch algorithm","title":"Reclustering","text":"vsearch method requires installation Vsearch.","code":"data(data_fungi_sp_known) otu <- asv2otu(data_fungi_sp_known, method = \"clusterize\") #> Partitioning sequences by 5-mer similarity: #> ================================================================================ #> Time difference of 0.15 secs #>  #> Sorting by relatedness within 1 group: #> iteration 114 of up to 325 (100.0% stability)  #>  #> Time difference of 5.13 secs #>  #> Clustering sequences by 8-mer similarity: #> ================================================================================ #>  #> Time difference of 0.85 secs #>  #> Clusters via relatedness sorting: 100% (0% exclusively) #> Clusters via rare 5-mers: 100% (0% exclusively) #> Estimated clustering effectiveness: 100% otu_vs <- asv2otu(data_fungi_sp_known, method = \"vsearch\") summary_plot_pq(data_fungi_sp_known) summary_plot_pq(otu)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"using-lulu-algorithm-link-to-lulu-article","dir":"Articles","previous_headings":"Re-clustering ASVs","what":"Using lulu algorithm (link to LULU article)","title":"Reclustering","text":"Another post-clustering transformation method implemented lulu_pq(), uses Frøslev et al. (2017)’s method curation DNA amplicon data. aim clean non-biological information make explicitly less clusters. examples, (brandt2021?) clustered amplicon sequence variants (ASVs) operational taxonomic units (OTUs) swarm choose curate ASVs/OTUs using LULU.","code":"data(data_fungi_sp_known) lulu_res <- lulu_pq(data_fungi_sp_known) summary_plot_pq(data_fungi_sp_known) summary_plot_pq(lulu_res$new_physeq)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"tracking-number-of-samples-sequences-and-clusters","dir":"Articles","previous_headings":"Re-clustering ASVs","what":"Tracking number of samples, sequences and clusters","title":"Reclustering","text":"","code":"track_wkflow(list(   \"Raw data\" = data_fungi_sp_known,   \"OTU\" = otu,   \"OTU_vsearch\" = otu_vs,   \"LULU\" = lulu_res[[1]] )) #>             nb_sequences nb_clusters nb_samples #> Raw data         1106581         651        185 #> OTU              1106581         364        185 #> OTU_vsearch      1106581         362        185 #> LULU             1106581         549        185"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Reclustering","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4        dada2_1.30.0       #> [5] Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0    #>  #> loaded via a namespace (and not attached): #>   [1] DBI_1.2.2                   bitops_1.0-7                #>   [3] pbapply_1.7-2               deldir_2.0-4                #>   [5] permute_0.9-7               rlang_1.1.3                 #>   [7] magrittr_2.0.3              ade4_1.7-22                 #>   [9] RSQLite_2.3.6               matrixStats_1.3.0           #>  [11] compiler_4.3.3              mgcv_1.9-1                  #>  [13] png_0.1-8                   systemfonts_1.0.6           #>  [15] vctrs_0.6.5                 reshape2_1.4.4              #>  [17] stringr_1.5.1               pkgconfig_2.0.3             #>  [19] crayon_1.5.2                fastmap_1.1.1               #>  [21] XVector_0.42.0              labeling_0.4.3              #>  [23] utf8_1.2.4                  Rsamtools_2.18.0            #>  [25] rmarkdown_2.26              ragg_1.3.0                  #>  [27] bit_4.0.5                   xfun_0.43                   #>  [29] zlibbioc_1.48.2             cachem_1.0.8                #>  [31] GenomeInfoDb_1.38.8         jsonlite_1.8.8              #>  [33] biomformat_1.30.0           blob_1.2.4                  #>  [35] highr_0.10                  rhdf5filters_1.14.1         #>  [37] DelayedArray_0.28.0         Rhdf5lib_1.24.2             #>  [39] BiocParallel_1.36.0         jpeg_0.1-10                 #>  [41] parallel_4.3.3              cluster_2.1.6               #>  [43] R6_2.5.1                    bslib_0.7.0                 #>  [45] stringi_1.8.3               RColorBrewer_1.1-3          #>  [47] GenomicRanges_1.54.1        jquerylib_0.1.4             #>  [49] SummarizedExperiment_1.32.0 iterators_1.0.14            #>  [51] knitr_1.46                  DECIPHER_2.30.0             #>  [53] IRanges_2.36.0              Matrix_1.6-5                #>  [55] splines_4.3.3               igraph_2.0.3                #>  [57] tidyselect_1.2.1            rstudioapi_0.16.0           #>  [59] abind_1.4-5                 yaml_2.3.8                  #>  [61] vegan_2.6-4                 codetools_0.2-19            #>  [63] hwriter_1.3.2.1             lattice_0.22-6              #>  [65] tibble_3.2.1                plyr_1.8.9                  #>  [67] Biobase_2.62.0              withr_3.0.0                 #>  [69] ShortRead_1.60.0            evaluate_0.23               #>  [71] desc_1.4.3                  survival_3.5-8              #>  [73] RcppParallel_5.1.7          Biostrings_2.70.3           #>  [75] pillar_1.9.0                MatrixGenerics_1.14.0       #>  [77] foreach_1.5.2               stats4_4.3.3                #>  [79] generics_0.1.3              RCurl_1.98-1.14             #>  [81] S4Vectors_0.40.2            munsell_0.5.1               #>  [83] scales_1.3.0                glue_1.7.0                  #>  [85] tools_4.3.3                 interp_1.1-6                #>  [87] data.table_1.15.4           GenomicAlignments_1.38.2    #>  [89] fs_1.6.3                    rhdf5_2.46.1                #>  [91] grid_4.3.3                  ape_5.8                     #>  [93] latticeExtra_0.6-30         colorspace_2.1-0            #>  [95] nlme_3.1-164                GenomeInfoDbData_1.2.11     #>  [97] cli_3.6.2                   textshaping_0.3.7           #>  [99] fansi_1.0.6                 S4Arrays_1.2.1              #> [101] gtable_0.3.4                sass_0.4.9                  #> [103] digest_0.6.35               BiocGenerics_0.48.1         #> [105] SparseArray_1.2.4           farver_2.1.1                #> [107] memoise_2.0.1               htmltools_0.5.8.1           #> [109] pkgdown_2.0.7               multtest_2.58.0             #> [111] lifecycle_1.0.4             bit64_4.0.5                 #> [113] MASS_7.3-60.0.1"},{"path":[]},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"documentation","dir":"Articles","previous_headings":"Rules for the package development","what":"Documentation","title":"Rules","text":"Always indicate required params (required) Indicate default values () set values possible [e.g \"bray\" parameter method vegan::vegdist()] (ii) value well thought good default value users [e.g. number permutation processors, level identity cluster 97%]. Indicate type logical integer params. Homogenize params names across function. Prefer ASVs OTUs denomination, even thought almost interchangeable MiscMetabar package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"lifecycle","dir":"Articles","previous_headings":"Rules for the package development","what":"Lifecycle","title":"Rules","text":"Experimental: First status function Maturing: tests /analyses make stronger functions Stable: Good level confidence","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"special-cases-of-external-softwares","dir":"Articles","previous_headings":"Rules for the package development > Tests and examples","what":"Special cases of external softwares","title":"Rules","text":"examples test required installation external softwares. used MiscMetabar internal functions ([is_vsearch_installed()]) conditionnaly test ((is_vsearch_installed()){...test...}) run examples #' @examplesIf is_vsearch_installed().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"special-case-of-cran","dir":"Articles","previous_headings":"Rules for the package development > Tests and examples","what":"Special case of CRAN","title":"Rules","text":"use \\donttest{} long examples (roxygen documentation) testthat::skip_on_cran() long test.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"special-case-of-windows","dir":"Articles","previous_headings":"Rules for the package development > Tests and examples","what":"Special case of windows","title":"Rules","text":"tests examples tested windows. used testthat::skip_on_os(\"windows\") inside test #' @examplesIf tolower(Sys.info()[[\"sysname\"]]) != \"windows\" examples (roxygen documentation). list functions limitations working windows OS: [build_phytree_pq()] [count_seq()] [cutadapt_remove_primers()] [krona()] [merge_krona()] [multipatt_pq()] [plot_tsne_pq()] [rotl_pq()] [save_pq()] [tax_datatable()] [track_wkflow()] [track_wkflow_samples()] [tsne_pq()] [venn_pq()]","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Rules","text":"","code":"sessionInfo() ## R version 4.3.3 (2024-02-29) ## Platform: x86_64-pc-linux-gnu (64-bit) ## Running under: Debian GNU/Linux 11 (bullseye) ##  ## Matrix products: default ## BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  ## LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 ##  ## locale: ##  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               ##  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     ##  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    ##  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  ##  [9] LC_ADDRESS=C               LC_TELEPHONE=C             ## [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        ##  ## time zone: Europe/Paris ## tzcode source: system (glibc) ##  ## attached base packages: ## [1] stats     graphics  grDevices utils     datasets  methods   base      ##  ## loaded via a namespace (and not attached): ##  [1] digest_0.6.35     desc_1.4.3        R6_2.5.1          fastmap_1.1.1     ##  [5] xfun_0.43         magrittr_2.0.3    cachem_1.0.8      knitr_1.46        ##  [9] memoise_2.0.1     htmltools_0.5.8.1 rmarkdown_2.26    lifecycle_1.0.4   ## [13] cli_3.6.2         vctrs_0.6.5       sass_0.4.9        pkgdown_2.0.7     ## [17] textshaping_0.3.7 jquerylib_0.1.4   systemfonts_1.0.6 compiler_4.3.3    ## [21] purrr_1.0.2       rstudioapi_0.16.0 tools_4.3.3       ragg_1.3.0        ## [25] bslib_0.7.0       evaluate_0.23     yaml_2.3.8        jsonlite_1.8.8    ## [29] rlang_1.1.3       fs_1.6.3"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"hill-number","dir":"Articles","previous_headings":"Alpha diversity","what":"Hill number","title":"alpha-div","text":"Numerous metrics diversity exist. Hill numbers 1 kind general framework alpha diversity index.","code":"renyi_res <- vegan::renyi(data_fungi@otu_table) head(renyi_res) #>                                       0     0.25      0.5         1         2 #> A10-005-B_S188_MERGED.fastq.gz 4.204693 3.615323 3.044244 2.0754183 1.1561862 #> A10-005-H_S189_MERGED.fastq.gz 4.248495 3.150337 2.063712 0.9938545 0.6464533 #> A10-005-M_S190_MERGED.fastq.gz 3.988984 3.607773 3.308361 2.9304156 2.5781603 #> A12-007_S191_MERGED.fastq.gz   5.036953 4.423283 3.751946 2.6309045 1.8468497 #> A12-007-B_S2_MERGED.fastq.gz   3.850148 3.349461 2.874269 2.1881145 1.6533262 #> A15-004_S3_MERGED.fastq.gz     4.025352 3.890614 3.747555 3.4533352 2.9618789 #>                                        4         8        16        32 #> A10-005-B_S188_MERGED.fastq.gz 0.8007816 0.6864775 0.6407124 0.6200442 #> A10-005-H_S189_MERGED.fastq.gz 0.5146170 0.4469617 0.4172228 0.4037640 #> A10-005-M_S190_MERGED.fastq.gz 2.3022639 2.1015018 1.9744485 1.9110311 #> A12-007_S191_MERGED.fastq.gz   1.5920328 1.4947479 1.4421368 1.4109287 #> A12-007-B_S2_MERGED.fastq.gz   1.3979355 1.2774402 1.2106906 1.1733049 #> A15-004_S3_MERGED.fastq.gz     2.4997916 2.2378349 2.1045646 2.0377518 #>                                       64       Inf #> A10-005-B_S188_MERGED.fastq.gz 0.6102022 0.6006678 #> A10-005-H_S189_MERGED.fastq.gz 0.3973550 0.3911464 #> A10-005-M_S190_MERGED.fastq.gz 1.8806976 1.8513117 #> A12-007_S191_MERGED.fastq.gz   1.3916365 1.3700776 #> A12-007-B_S2_MERGED.fastq.gz   1.1547034 1.1366612 #> A15-004_S3_MERGED.fastq.gz     2.0054156 1.9740810"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"test-for-difference-in-diversity-hill-number","dir":"Articles","previous_headings":"Alpha diversity","what":"Test for difference in diversity (hill number)","title":"alpha-div","text":"One way keep account difference number sequences per samples use Tukey test linear model square roots number sequence first explanatory variable linear model 2. Hill number 1 Result Tuckey post-hoc test See also tutorial microbiome package alternative using non-parametric Kolmogorov-Smirnov test two-group comparisons relevant covariates.","code":"p <- MiscMetabar::hill_pq(data_fungi, variable = \"Height\") p$plot_Hill_0 p$plot_tuckey"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"alpha-diversity-using-package-microbiotaprocess","dir":"Articles","previous_headings":"","what":"Alpha diversity using package MicrobiotaProcess","title":"alpha-div","text":"","code":"library(\"MicrobiotaProcess\") library(\"ggh4x\") clean_pq(subset_samples_pq(data_fungi, !is.na(data_fungi@sam_data$Height))) %>%   as.MPSE() %>%   mp_cal_alpha() %>%   mp_plot_alpha(.group = \"Height\") #> Warning in wilcox.test.default(c(4, 4, 5, 5, 4, 4, 3, 6, 3, 4, 3, 2, 3, : #> cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(3, 4, 3, 5, 4, 6, 3, 5, 4, 4, 3, 3, 3, : #> cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(3, 4, 3, 5, 4, 6, 3, 5, 4, 4, 3, 3, 3, : #> cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(1.32966134885476, 1.242453324894, #> 1.56071040904141, : cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(0.867563228481461, 1.32966134885476, #> 0.867563228481461, : cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(0.867563228481461, 1.32966134885476, #> 0.867563228481461, : cannot compute exact p-value with ties"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"alpha-div","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] ggh4x_0.2.8              MicrobiotaProcess_1.14.1 MiscMetabar_0.8.00       #> [4] purrr_1.0.2              dplyr_1.1.4              dada2_1.30.0             #> [7] Rcpp_1.0.12              ggplot2_3.5.0            phyloseq_1.46.0          #>  #> loaded via a namespace (and not attached): #>   [1] libcoin_1.0-10              RColorBrewer_1.1-3          #>   [3] rstudioapi_0.16.0           jsonlite_1.8.8              #>   [5] magrittr_2.0.3              TH.data_1.1-2               #>   [7] modeltools_0.2-23           farver_2.1.1                #>   [9] rmarkdown_2.26              fs_1.6.3                    #>  [11] zlibbioc_1.48.2             ragg_1.3.0                  #>  [13] vctrs_0.6.5                 multtest_2.58.0             #>  [15] memoise_2.0.1               Rsamtools_2.18.0            #>  [17] RCurl_1.98-1.14             ggtree_3.10.1               #>  [19] htmltools_0.5.8.1           S4Arrays_1.2.1              #>  [21] Rhdf5lib_1.24.2             gridGraphics_0.5-1          #>  [23] SparseArray_1.2.4           rhdf5_2.46.1                #>  [25] sass_0.4.9                  bslib_0.7.0                 #>  [27] desc_1.4.3                  plyr_1.8.9                  #>  [29] sandwich_3.1-0              zoo_1.8-12                  #>  [31] cachem_1.0.8                GenomicAlignments_1.38.2    #>  [33] igraph_2.0.3                lifecycle_1.0.4             #>  [35] iterators_1.0.14            pkgconfig_2.0.3             #>  [37] Matrix_1.6-5                R6_2.5.1                    #>  [39] fastmap_1.1.1               GenomeInfoDbData_1.2.11     #>  [41] MatrixGenerics_1.14.0       aplot_0.2.2                 #>  [43] digest_0.6.35               ggnewscale_0.4.10           #>  [45] colorspace_2.1-0            ShortRead_1.60.0            #>  [47] patchwork_1.2.0             S4Vectors_0.40.2            #>  [49] textshaping_0.3.7           GenomicRanges_1.54.1        #>  [51] hwriter_1.3.2.1             vegan_2.6-4                 #>  [53] labeling_0.4.3              fansi_1.0.6                 #>  [55] abind_1.4-5                 mgcv_1.9-1                  #>  [57] compiler_4.3.3              withr_3.0.0                 #>  [59] BiocParallel_1.36.0         highr_0.10                  #>  [61] ggsignif_0.6.4              MASS_7.3-60.0.1             #>  [63] DelayedArray_0.28.0         biomformat_1.30.0           #>  [65] permute_0.9-7               tools_4.3.3                 #>  [67] ape_5.8                     glue_1.7.0                  #>  [69] nlme_3.1-164                rhdf5filters_1.14.1         #>  [71] grid_4.3.3                  cluster_2.1.6               #>  [73] reshape2_1.4.4              ade4_1.7-22                 #>  [75] generics_0.1.3              gtable_0.3.4                #>  [77] tidyr_1.3.1                 data.table_1.15.4           #>  [79] coin_1.4-3                  utf8_1.2.4                  #>  [81] XVector_0.42.0              BiocGenerics_0.48.1         #>  [83] ggrepel_0.9.5               foreach_1.5.2               #>  [85] pillar_1.9.0                stringr_1.5.1               #>  [87] yulab.utils_0.1.4           splines_4.3.3               #>  [89] gghalves_0.1.4              treeio_1.26.0               #>  [91] lattice_0.22-6              survival_3.5-8              #>  [93] deldir_2.0-4                tidyselect_1.2.1            #>  [95] Biostrings_2.70.3           knitr_1.46                  #>  [97] gridExtra_2.3               IRanges_2.36.0              #>  [99] SummarizedExperiment_1.32.0 ggtreeExtra_1.12.0          #> [101] stats4_4.3.3                xfun_0.43                   #> [103] Biobase_2.62.0              matrixStats_1.3.0           #> [105] stringi_1.8.3               lazyeval_0.2.2              #> [107] ggfun_0.1.4                 yaml_2.3.8                  #> [109] evaluate_0.23               codetools_0.2-19            #> [111] interp_1.1-6                tibble_3.2.1                #> [113] ggplotify_0.1.2             cli_3.6.2                   #> [115] RcppParallel_5.1.7          systemfonts_1.0.6           #> [117] munsell_0.5.1               jquerylib_0.1.4             #> [119] GenomeInfoDb_1.38.8         png_0.1-8                   #> [121] parallel_4.3.3              pkgdown_2.0.7               #> [123] latticeExtra_0.6-30         jpeg_0.1-10                 #> [125] bitops_1.0-7                ggstar_1.0.4                #> [127] mvtnorm_1.2-4               tidytree_0.4.6              #> [129] scales_1.3.0                crayon_1.5.2                #> [131] rlang_1.1.3                 multcomp_1.4-25"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"permanova","dir":"Articles","previous_headings":"","what":"Permanova","title":"beta-div","text":"","code":"data_fungi_woNA4height <- subset_samples(data_fungi, !is.na(data_fungi@sam_data$Height)) res_ado <- adonis_pq(data_fungi_woNA4height, \"Tree_name+Height\") knitr::kable(res_ado)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"graph-test","dir":"Articles","previous_headings":"","what":"Graph Test","title":"beta-div","text":"","code":"data_fungi_woNA4height <- subset_samples(data_fungi, !is.na(data_fungi@sam_data$Height)) graph_test_pq(data_fungi_woNA4height, \"Height\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"circle-of-asvs","dir":"Articles","previous_headings":"","what":"Circle of ASVs","title":"beta-div","text":"","code":"circle_pq(data_fungi_woNA4height, \"Height\")"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"biplot","dir":"Articles","previous_headings":"Compare two (group of) samples","what":"Biplot","title":"beta-div","text":"","code":"data_fungi_low_high <- subset_samples(   data_fungi,   data_fungi@sam_data$Height %in%     c(\"Low\", \"High\") ) data_fungi_low_high <- subset_taxa_pq(   data_fungi_low_high,   taxa_sums(data_fungi_low_high) > 5000 ) biplot_pq(data_fungi_low_high, fact = \"Height\", merge_sample_by = \"Height\") #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_rect()`)."},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"compare-two-group-of-samples-with-a-table","dir":"Articles","previous_headings":"Compare two (group of) samples","what":"Compare two (group of) samples with a table","title":"beta-div","text":"","code":"compare_pairs_pq(data_fungi_low_high,   bifactor = \"Height\",   merge_sample_by = \"Height\",   modality = \"Time\" ) #> # A tibble: 4 × 13 #>   modality nb_ASV_High nb_ASV_Low nb_shared_ASV div_High div_Low nb_shared_seq #>   <chr>          <dbl>      <dbl>         <dbl>    <dbl>   <dbl>         <dbl> #> 1 0                 12         16             9     1.8     1.37         57639 #> 2 5                 20         18            14     1.95    1.98         76006 #> 3 10                11         13            10     1.18    1.25         47042 #> 4 15                17         19            12     2       2.04        161348 #> # ℹ 6 more variables: percent_shared_seq_High <dbl>, #> #   percent_shared_seq_Low <dbl>, percent_shared_ASV_High <dbl>, #> #   percent_shared_ASV_Low <dbl>, ratio_nb_High_Low <dbl>, #> #   ratio_div_High_Low <dbl>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"venn-diagram","dir":"Articles","previous_headings":"","what":"Venn diagram","title":"beta-div","text":"","code":"library(\"grid\") venn_pq(data_fungi, fact = \"Height\") ggvenn_pq(data_fungi, fact = \"Height\") +   ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1) +   labs(title = \"Share number of ASV among Height in tree\") ggvenn_pq(data_fungi, fact = \"Height\", min_nb_seq = 5000) +   ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1) +   labs(title = \"Share number of ASV with more than 5000 seqs\") ggvenn_pq(data_fungi,   fact = \"Height\", taxonomic_rank = \"Genus\",   min_nb_seq = 100 ) +   ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1) +   labs(title = \"Share number of Genus represented by at least one ASV with more than 100 seqs\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"upset-plot","dir":"Articles","previous_headings":"","what":"Upset plot","title":"beta-div","text":"Venn diagram can quickly become complex read number modalities increase. One graphical solution upset plot. MiscMetabar propose solution based package ComplexUpset.   ComplexUpset package allow powerful configuration plot can see following figure.","code":"upset_pq(data_fungi, fact = \"Height\") upset_pq(data_fungi, fact = \"Time\") upset_pq(   data_fungi,   fact = \"Time\",   width_ratio = 0.2,   annotations = list(     \"Sequences per ASV \\n (log10)\" = (       ggplot(mapping = aes(y = log10(Abundance)))       +         geom_jitter(aes(           color =             Abundance         ), na.rm = TRUE)         +         geom_violin(alpha = 0.5, na.rm = TRUE) +         theme(legend.key.size = unit(0.2, \"cm\")) +         theme(axis.text = element_text(size = 12))     ),     \"ASV per phylum\" = (       ggplot(mapping = aes(fill = Phylum))       +         geom_bar() +         ylab(\"ASV per phylum\") +         theme(legend.key.size = unit(0.2, \"cm\")) +         theme(axis.text = element_text(size = 12))     )   ) )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"benchdamic","dir":"Articles","previous_headings":"Change in abundance across a factor","what":"Benchdamic","title":"beta-div","text":"lot available methods. Please refer R package benchdamic list method implementation benchmark data.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"library-requirement-for-debian-linux-os","dir":"Articles","previous_headings":"Change in abundance across a factor","what":"Library requirement for Debian Linux OS","title":"beta-div","text":"","code":"sudo apt-get install libgsl-dev libmpfr-dev"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"using-deseq2-package","dir":"Articles","previous_headings":"Change in abundance across a factor","what":"Using Deseq2 package","title":"beta-div","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_samples(   GlobalPatterns,   GlobalPatterns@sam_data$SampleType %in% c(\"Soil\", \"Skin\") )  plot_deseq2_pq(GP, c(\"SampleType\", \"Soil\", \"Skin\"), pval = 0.001)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"beta-div","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8          LC_NUMERIC=C                  #>  [3] LC_TIME=fr_FR.UTF-8           LC_COLLATE=fr_FR.UTF-8        #>  [5] LC_MONETARY=fr_FR.UTF-8       LC_MESSAGES=fr_FR.UTF-8       #>  [7] LC_PAPER=fr_FR.UTF-8          LC_NAME=fr_FR.UTF-8           #>  [9] LC_ADDRESS=fr_FR.UTF-8        LC_TELEPHONE=fr_FR.UTF-8      #> [11] LC_MEASUREMENT=fr_FR.UTF-8    LC_IDENTIFICATION=fr_FR.UTF-8 #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] grid      stats     graphics  grDevices utils     datasets  methods   #> [8] base      #>  #> other attached packages: #> [1] MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4        dada2_1.30.0       #> [5] Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0    #>  #> loaded via a namespace (and not attached): #>   [1] bitops_1.0-7                pbapply_1.7-2               #>   [3] deldir_2.0-4                gridExtra_2.3               #>   [5] permute_0.9-7               rlang_1.1.3                 #>   [7] magrittr_2.0.3              ade4_1.7-22                 #>   [9] matrixStats_1.3.0           compiler_4.3.3              #>  [11] mgcv_1.9-1                  png_0.1-8                   #>  [13] systemfonts_1.0.6           vctrs_0.6.5                 #>  [15] reshape2_1.4.4              phyloseqGraphTest_0.1.1     #>  [17] stringr_1.5.1               shape_1.4.6.1               #>  [19] pkgconfig_2.0.3             crayon_1.5.2                #>  [21] fastmap_1.1.1               XVector_0.42.0              #>  [23] labeling_0.4.3              utf8_1.2.4                  #>  [25] Rsamtools_2.18.0            rmarkdown_2.26              #>  [27] ragg_1.3.0                  xfun_0.43                   #>  [29] zlibbioc_1.48.2             cachem_1.0.8                #>  [31] GenomeInfoDb_1.38.8         jsonlite_1.8.8              #>  [33] biomformat_1.30.0           highr_0.10                  #>  [35] rhdf5filters_1.14.1         DelayedArray_0.28.0         #>  [37] Rhdf5lib_1.24.2             BiocParallel_1.36.0         #>  [39] jpeg_0.1-10                 parallel_4.3.3              #>  [41] cluster_2.1.6               R6_2.5.1                    #>  [43] bslib_0.7.0                 stringi_1.8.3               #>  [45] RColorBrewer_1.1-3          ComplexUpset_1.3.3          #>  [47] GenomicRanges_1.54.1        jquerylib_0.1.4             #>  [49] SummarizedExperiment_1.32.0 iterators_1.0.14            #>  [51] knitr_1.46                  IRanges_2.36.0              #>  [53] Matrix_1.6-5                splines_4.3.3               #>  [55] igraph_2.0.3                tidyselect_1.2.1            #>  [57] rstudioapi_0.16.0           abind_1.4-5                 #>  [59] yaml_2.3.8                  ggVennDiagram_1.5.2         #>  [61] vegan_2.6-4                 codetools_0.2-19            #>  [63] hwriter_1.3.2.1             lattice_0.22-6              #>  [65] tibble_3.2.1                plyr_1.8.9                  #>  [67] Biobase_2.62.0              withr_3.0.0                 #>  [69] ShortRead_1.60.0            evaluate_0.23               #>  [71] desc_1.4.3                  survival_3.5-8              #>  [73] rJava_1.0-11                RcppParallel_5.1.7          #>  [75] circlize_0.4.16             Biostrings_2.70.3           #>  [77] pillar_1.9.0                MatrixGenerics_1.14.0       #>  [79] foreach_1.5.2               stats4_4.3.3                #>  [81] generics_0.1.3              RCurl_1.98-1.14             #>  [83] S4Vectors_0.40.2            munsell_0.5.1               #>  [85] scales_1.3.0                ggnetwork_0.5.13            #>  [87] glue_1.7.0                  tools_4.3.3                 #>  [89] interp_1.1-6                data.table_1.15.4           #>  [91] locfit_1.5-9.9              GenomicAlignments_1.38.2    #>  [93] fs_1.6.3                    rhdf5_2.46.1                #>  [95] tidyr_1.3.1                 ape_5.8                     #>  [97] latticeExtra_0.6-30         colorspace_2.1-0            #>  [99] patchwork_1.2.0             nlme_3.1-164                #> [101] GenomeInfoDbData_1.2.11     cli_3.6.2                   #> [103] textshaping_0.3.7           fansi_1.0.6                 #> [105] S4Arrays_1.2.1              gtable_0.3.4                #> [107] DESeq2_1.42.1               sass_0.4.9                  #> [109] digest_0.6.35               BiocGenerics_0.48.1         #> [111] SparseArray_1.2.4           farver_2.1.1                #> [113] venneuler_1.1-4             memoise_2.0.1               #> [115] htmltools_0.5.8.1           pkgdown_2.0.7               #> [117] multtest_2.58.0             lifecycle_1.0.4             #> [119] GlobalOptions_0.1.2         MASS_7.3-60.0.1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/explore_data.html","id":"explore-samples-metadata","dir":"Articles","previous_headings":"","what":"Explore samples metadata","title":"explore_data","text":"","code":"sam_tab <- tibble::as_tibble(unclass(data_fungi@sam_data)) summarytools::dfSummary(sam_tab) datawizard::data_codebook(sam_tab) pillar::glimpse(sam_tab) #> Warning in class(x) <- tibble_class: Setting class(x) to multiple strings #> (\"tbl_df\", \"tbl\", ...); result will no longer be an S4 object pointblank::scan_data(sam_tab, sections = \"OVSCMI\") #> Warning in class(x) <- tibble_class: Setting class(x) to multiple strings #> (\"tbl_df\", \"tbl\", ...); result will no longer be an S4 object  pointblank::create_informant(   tbl = sam_tab,   tbl_name = \"Sample data\",   label = \"data_fungi\" ) gtExtras::gt_plt_summary(sam_tab) #> Warning in geom_point(data = NULL, aes(x = rng_vals[1], y = 1), color = \"transparent\", : All aesthetics have length 1, but the data has 185 rows. #> ℹ Did you mean to use `annotate()`? #> Warning in geom_point(data = NULL, aes(x = rng_vals[2], y = 1), color = \"transparent\", : All aesthetics have length 1, but the data has 185 rows. #> ℹ Did you mean to use `annotate()`? #> Warning in geom_point(data = NULL, aes(x = rng_vals[1], y = 1), color = \"transparent\", : All aesthetics have length 1, but the data has 162 rows. #> ℹ Did you mean to use `annotate()`? #> Warning in geom_point(data = NULL, aes(x = rng_vals[2], y = 1), color = \"transparent\", : All aesthetics have length 1, but the data has 162 rows. #> ℹ Did you mean to use `annotate()`?"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/explore_data.html","id":"explore-taxonomic-data","dir":"Articles","previous_headings":"","what":"Explore taxonomic data","title":"explore_data","text":"","code":"tax_tab <- tibble::as_tibble(unclass(data_fungi@tax_table)) summarytools::dfSummary(tax_tab) datawizard::data_codebook(tax_tab) pillar::glimpse(tax_tab) pointblank::scan_data(tax_tab, sections = \"OVSCM\")  pointblank::create_informant(   tbl = tax_tab,   tbl_name = \"Taxonomic table\",   label = \"data_fungi\" ) gtExtras::gt_plt_summary(tax_tab) fungi_order <- tax_glom(data_fungi, taxrank = \"Order\") taxa_names(fungi_order) <- fungi_order@tax_table[, \"Order\"] heatmap(fungi_order@otu_table)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/explore_data.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"explore_data","text":"","code":"sessionInfo()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"filter-samples","dir":"Articles","previous_headings":"","what":"Filter samples","title":"Filter","text":"Phyloseq package already propose function select samples (subset_samples()), case, subset internal function painful. MiscMetabar propose complementary function ([subset_samples_pq()]) versatile need used caution order condition must match orders samples.","code":"data(data_fungi) cond_samp <- grepl(\"A1\", data_fungi@sam_data[[\"Sample_names\"]]) subset_samples_pq(data_fungi, cond_samp) #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1420 taxa and 9 samples ] #> sample_data() Sample Data:       [ 9 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1420 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1420 reference sequences ]"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"filter-taxa-using-conditions","dir":"Articles","previous_headings":"Filter Taxa","what":"Filter taxa using condition(s)","title":"Filter","text":"Phyloseq package already propose function select samples (subset_taxa()), case, subset internal function painful. MiscMetabar propose complementary function ([subset_taxa_pq()]) versatile based names taxa match condition taxa phyloseq object. example code , filter fungi Phylum “Basidiomycota” using phyloseq::subset_taxa() select taxa 1000 nb_sequences using subset_taxa_pq().","code":"df_basidio <- subset_taxa(data_fungi, Phylum == \"Basidiomycota\") df_basidio_abundant <- subset_taxa_pq(   df_basidio,   colSums(df_basidio@otu_table) > 1000 )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"filter-taxa-using-blast-score-against-a-database","dir":"Articles","previous_headings":"Filter Taxa","what":"Filter taxa using blast score against a database","title":"Filter","text":"cases, want select given clade taxon. One solution select taxa information given taxonomic assignment (e.g. using function dada2::assignTaxonomy()). However, cases, information lead false positive false negative selection. MiscMetabar implement method relying blast software (Altschul et al. 1990 & 1997) database. idea set cutoff four parameters select taxa close enough sequences database : id_filter (default: 90) cut identity percent keep result. bit_score_filter (default: 50) cut bit score keep result. higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_filter (default: 50) cut query cover (%) keep result. e_value_filter (default: 1e-30) cut e-value (%) keep result. BLAST E-value number expected hits similar quality (score) found just chance.","code":"path_db <- system.file(\"extdata\",   \"100_sp_UNITE_sh_general_release_dynamic.fasta\",   package = \"MiscMetabar\", mustWork = TRUE )  suppressWarnings(blast_error_or_not <-   try(system(\"blastn 2>&1\", intern = TRUE), silent = TRUE))  if (!is(blast_error_or_not, \"try-error\")) {   df_blast_80 <- filter_asv_blast(df_basidio, fasta_for_db = path_db)   df_blast_50 <- filter_asv_blast(df_basidio,     fasta_for_db = path_db,     id_filter = 50, e_value_filter = 10,     bit_score_filter = 20, min_cover_filter = 20   )    track_formattable <-     track_wkflow(       list(         \"raw data\" = df_basidio,         \"id_filter = 80\" = df_blast_80,         \"id_filter = 50\" = df_blast_50       )     ) } if (!is(blast_error_or_not, \"try-error\")) {   formattable(     track_formattable,     list(       area(col = nb_sequences) ~ color_bar(\"cyan\", na.rm = TRUE),       area(col = nb_clusters) ~ normalize_bar(\"yellowgreen\",         na.rm = TRUE, min = 0.3       ),       area(col = nb_samples) ~ normalize_bar(\"lightpink\",         na.rm = TRUE, min = 0.3       )     )   ) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"filter-taxa-using-a-known-taxa-for-control","dir":"Articles","previous_headings":"Filter Taxa","what":"Filter taxa using a known taxa for control","title":"Filter","text":"filter contamination, one solution add proportion known taxa present environment study. case can define threshold sample discard taxon based pseudo-abundance. example code , select taxon using ASV_50 control 6 different algorithms.","code":"res_seq <-   suppressWarnings(     subset_taxa_tax_control(data_fungi, as.numeric(data_fungi@otu_table[, 50]),       method = \"cutoff_seq\"     )   ) res_mixt <-   suppressWarnings(     subset_taxa_tax_control(data_fungi, as.numeric(data_fungi@otu_table[, 50]),       method = \"cutoff_mixt\"     )   ) res_diff <- suppressWarnings(   subset_taxa_tax_control(     data_fungi,     as.numeric(data_fungi@otu_table[, 50]),     method = \"cutoff_diff\",     min_diff_for_cutoff = 2   ) ) res_min <-   suppressWarnings(     subset_taxa_tax_control(       data_fungi,       as.numeric(data_fungi@otu_table[, 50]),       method = \"min\",       min_diff_for_cutoff = 2     )   ) res_max <-   suppressWarnings(     subset_taxa_tax_control(       data_fungi,       as.numeric(data_fungi@otu_table[, 50]),       method = \"max\",       min_diff_for_cutoff = 2     )   ) res_mean <-   suppressWarnings(     subset_taxa_tax_control(       data_fungi,       as.numeric(data_fungi@otu_table[, 50]),       method = \"mean\",       min_diff_for_cutoff = 2     )   ) track_formattable <- track_wkflow(list(   \"raw data\" = data_fungi,   \"cutoff_seq\" = res_seq,   \"cutoff_mixt\" = res_mixt,   \"cutoff_diff\" = res_diff,   \"min\" = res_min,   \"max\" = res_max,   \"mean\" = res_mean ))  formattable(   track_formattable,   list(     area(col = nb_sequences) ~ color_bar(\"cyan\"),     area(col = nb_clusters) ~ normalize_bar(\"yellowgreen\",       na.rm = TRUE,       min = 0.3     ),     area(col = nb_samples) ~ normalize_bar(\"lightpink\", na.rm = TRUE)   ) )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Filter","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] formattable_0.2.1  MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4        #> [5] dada2_1.30.0       Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0    #>  #> loaded via a namespace (and not attached): #>   [1] bitops_1.0-7                pbapply_1.7-2               #>   [3] deldir_2.0-4                permute_0.9-7               #>   [5] rlang_1.1.3                 magrittr_2.0.3              #>   [7] ade4_1.7-22                 matrixStats_1.3.0           #>   [9] compiler_4.3.3              mgcv_1.9-1                  #>  [11] png_0.1-8                   systemfonts_1.0.6           #>  [13] vctrs_0.6.5                 reshape2_1.4.4              #>  [15] stringr_1.5.1               pkgconfig_2.0.3             #>  [17] crayon_1.5.2                fastmap_1.1.1               #>  [19] XVector_0.42.0              utf8_1.2.4                  #>  [21] Rsamtools_2.18.0            rmarkdown_2.26              #>  [23] ragg_1.3.0                  xfun_0.43                   #>  [25] zlibbioc_1.48.2             cachem_1.0.8                #>  [27] GenomeInfoDb_1.38.8         jsonlite_1.8.8              #>  [29] biomformat_1.30.0           rhdf5filters_1.14.1         #>  [31] DelayedArray_0.28.0         Rhdf5lib_1.24.2             #>  [33] BiocParallel_1.36.0         jpeg_0.1-10                 #>  [35] parallel_4.3.3              cluster_2.1.6               #>  [37] R6_2.5.1                    bslib_0.7.0                 #>  [39] stringi_1.8.3               RColorBrewer_1.1-3          #>  [41] GenomicRanges_1.54.1        jquerylib_0.1.4             #>  [43] SummarizedExperiment_1.32.0 iterators_1.0.14            #>  [45] knitr_1.46                  mixtools_2.0.0              #>  [47] IRanges_2.36.0              Matrix_1.6-5                #>  [49] splines_4.3.3               igraph_2.0.3                #>  [51] tidyselect_1.2.1            rstudioapi_0.16.0           #>  [53] abind_1.4-5                 yaml_2.3.8                  #>  [55] vegan_2.6-4                 codetools_0.2-19            #>  [57] hwriter_1.3.2.1             lattice_0.22-6              #>  [59] tibble_3.2.1                plyr_1.8.9                  #>  [61] Biobase_2.62.0              withr_3.0.0                 #>  [63] ShortRead_1.60.0            evaluate_0.23               #>  [65] desc_1.4.3                  survival_3.5-8              #>  [67] RcppParallel_5.1.7          kernlab_0.9-32              #>  [69] Biostrings_2.70.3           pillar_1.9.0                #>  [71] MatrixGenerics_1.14.0       foreach_1.5.2               #>  [73] stats4_4.3.3                plotly_4.10.4               #>  [75] generics_0.1.3              RCurl_1.98-1.14             #>  [77] S4Vectors_0.40.2            munsell_0.5.1               #>  [79] scales_1.3.0                glue_1.7.0                  #>  [81] lazyeval_0.2.2              tools_4.3.3                 #>  [83] interp_1.1-6                data.table_1.15.4           #>  [85] GenomicAlignments_1.38.2    fs_1.6.3                    #>  [87] rhdf5_2.46.1                grid_4.3.3                  #>  [89] tidyr_1.3.1                 ape_5.8                     #>  [91] latticeExtra_0.6-30         colorspace_2.1-0            #>  [93] nlme_3.1-164                GenomeInfoDbData_1.2.11     #>  [95] cli_3.6.2                   textshaping_0.3.7           #>  [97] fansi_1.0.6                 segmented_2.0-3             #>  [99] viridisLite_0.4.2           S4Arrays_1.2.1              #> [101] gtable_0.3.4                sass_0.4.9                  #> [103] digest_0.6.35               BiocGenerics_0.48.1         #> [105] SparseArray_1.2.4           htmlwidgets_1.6.4           #> [107] memoise_2.0.1               htmltools_0.5.8.1           #> [109] pkgdown_2.0.7               multtest_2.58.0             #> [111] lifecycle_1.0.4             httr_1.4.7                  #> [113] MASS_7.3-60.0.1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/import_export_track.html","id":"export-phyloseq-object","dir":"Articles","previous_headings":"","what":"Export phyloseq object","title":"import_export_track","text":"can export phyloseq object csv (txt phylogenetic tree) files folder. possible export table one file merge slot (except phytree) one file (args one_file = TRUE). Finally, rdata set TRUE, rdata file containing phyloseq object also writed. Finally, can use function save_pq() write phyloseq object 3 versions (one table slot, file merging slot Rdata file).","code":"write_pq(data_fungi, path = \"fungi_phyloseq\") write_pq(data_fungi, path = \"fungi_phyloseq\", one_file = TRUE) write_pq(data_fungi, path = \"fungi_phyloseq\", rdata = TRUE) save_pq(data_fungi)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/import_export_track.html","id":"import","dir":"Articles","previous_headings":"","what":"Import","title":"import_export_track","text":"import Rdata file, just use load() base function. order import phyloseq object folder create using write_pq() save_pq(), please use function read_pq().","code":"d <- read_pq(path = \"fungi_phyloseq\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/import_export_track.html","id":"tracking-sequences-clusters-and-samples","dir":"Articles","previous_headings":"","what":"Tracking sequences, clusters and samples","title":"import_export_track","text":"bioinformatic pipeline, often need track number samples, sequences clusters across step pipeline. MiscMetabar propose two utilities achieve goal : track_wkflow() version compute value per samples : track_wkflow_samples(). function track_wkflow() can deal () fastq fastg.gz files, dada-class object, derep-class object, matrix samples x clusters (e.g. otu_table) phyloseq-class object.","code":"track_wkflow(list(data_fungi, data_fungi_sp_known)) #>   nb_sequences nb_clusters nb_samples #> 1      1839124        1420        185 #> 2      1106581         651        185"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/import_export_track.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"import_export_track","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] formattable_0.2.1  MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4        #> [5] dada2_1.30.0       Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0    #>  #> loaded via a namespace (and not attached): #>   [1] bitops_1.0-7                pbapply_1.7-2               #>   [3] deldir_2.0-4                permute_0.9-7               #>   [5] rlang_1.1.3                 magrittr_2.0.3              #>   [7] ade4_1.7-22                 matrixStats_1.3.0           #>   [9] compiler_4.3.3              mgcv_1.9-1                  #>  [11] png_0.1-8                   systemfonts_1.0.6           #>  [13] vctrs_0.6.5                 reshape2_1.4.4              #>  [15] stringr_1.5.1               pkgconfig_2.0.3             #>  [17] crayon_1.5.2                fastmap_1.1.1               #>  [19] XVector_0.42.0              utf8_1.2.4                  #>  [21] Rsamtools_2.18.0            rmarkdown_2.26              #>  [23] ragg_1.3.0                  xfun_0.43                   #>  [25] zlibbioc_1.48.2             cachem_1.0.8                #>  [27] GenomeInfoDb_1.38.8         jsonlite_1.8.8              #>  [29] biomformat_1.30.0           rhdf5filters_1.14.1         #>  [31] DelayedArray_0.28.0         Rhdf5lib_1.24.2             #>  [33] BiocParallel_1.36.0         jpeg_0.1-10                 #>  [35] parallel_4.3.3              cluster_2.1.6               #>  [37] R6_2.5.1                    bslib_0.7.0                 #>  [39] stringi_1.8.3               RColorBrewer_1.1-3          #>  [41] GenomicRanges_1.54.1        jquerylib_0.1.4             #>  [43] SummarizedExperiment_1.32.0 iterators_1.0.14            #>  [45] knitr_1.46                  IRanges_2.36.0              #>  [47] Matrix_1.6-5                splines_4.3.3               #>  [49] igraph_2.0.3                tidyselect_1.2.1            #>  [51] rstudioapi_0.16.0           abind_1.4-5                 #>  [53] yaml_2.3.8                  vegan_2.6-4                 #>  [55] codetools_0.2-19            hwriter_1.3.2.1             #>  [57] lattice_0.22-6              tibble_3.2.1                #>  [59] plyr_1.8.9                  Biobase_2.62.0              #>  [61] withr_3.0.0                 ShortRead_1.60.0            #>  [63] evaluate_0.23               desc_1.4.3                  #>  [65] survival_3.5-8              RcppParallel_5.1.7          #>  [67] Biostrings_2.70.3           pillar_1.9.0                #>  [69] MatrixGenerics_1.14.0       foreach_1.5.2               #>  [71] stats4_4.3.3                generics_0.1.3              #>  [73] RCurl_1.98-1.14             S4Vectors_0.40.2            #>  [75] munsell_0.5.1               scales_1.3.0                #>  [77] glue_1.7.0                  tools_4.3.3                 #>  [79] interp_1.1-6                data.table_1.15.4           #>  [81] GenomicAlignments_1.38.2    fs_1.6.3                    #>  [83] rhdf5_2.46.1                grid_4.3.3                  #>  [85] ape_5.8                     latticeExtra_0.6-30         #>  [87] colorspace_2.1-0            nlme_3.1-164                #>  [89] GenomeInfoDbData_1.2.11     cli_3.6.2                   #>  [91] textshaping_0.3.7           fansi_1.0.6                 #>  [93] S4Arrays_1.2.1              gtable_0.3.4                #>  [95] sass_0.4.9                  digest_0.6.35               #>  [97] BiocGenerics_0.48.1         SparseArray_1.2.4           #>  [99] htmlwidgets_1.6.4           memoise_2.0.1               #> [101] htmltools_0.5.8.1           pkgdown_2.0.7               #> [103] multtest_2.58.0             lifecycle_1.0.4             #> [105] MASS_7.3-60.0.1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/states_of_fields_in_R.html","id":"state-of-the-field-in-r","dir":"Articles","previous_headings":"","what":"State of the Field in R","title":"Metabarcoding with R","text":"metabarcoding ecosystem R language mature, well-constructed, relies active community bioconductor cran projects. bioconductor even creates specific task views Metagenomics Microbiome. R package dada2 (Callahan et al. 2016) provides highly cited recommended clustering method (Pauvert et al. 2019). dada2 also provides tools complete metabarcoding analysis pipeline, including chimera detection taxonomic assignment. phyloseq (McMurdie Holmes 2013) (https://bioconductor.org/packages/release/bioc/html/phyloseq.html) facilitate metagenomics analysis providing way store data (phyloseq class) graphical statistical functions. phyloseq package introduces S4 class object (class physeq), contains () OTU sample matrix, (ii) taxonomic table, (iii) sample metadata table, two optional slots (iv) phylogenetic tree (v) reference sequences. packages already extend phyloseq packages. example, microbiome package collection (Ernst et al. 2023) provides scripts functions manipulating microbiome datasets.speedyseq package (McLaren 2020) provides faster versions phyloseq’s plotting taxonomic merging functions, ([merge_samples2()] [merge_taxa_vec()]) integrated MiscMetabar (thanks Mike. R. McLaren). phylosmith Smith (2023) package already provides functions extend simplify use phyloseq packages. packages (mia forming microbiome package collection MicrobiotaProcess (Xu et al. 2023)) extend new data structure using comprehensive Bioconductor ecosystem SummarizedExperiment family. MiscMetabar enriches R ecosystem providing functions () describe dataset visually, (ii) transform data, (iii) explore biological diversity (alpha, beta, taxonomic diversity), (iv) simplify reproducibility. MiscMetabar designed complement compete R packages mentioned . example. mia package recommended studies focusing phylogenetic trees, phylosmith allows easy visualization co-occurrence networks. Using MicrobiotaProcess::.MPSE function, utilities MicrobiotaProcess package available functions MiscMetabar. try reinvent wheel prefer rely existing packages classes rather building new framework. MiscMetabar based phyloseq class phyloseq, cited package metagenomics (Wen et al. 2023). description comparison integrated packages competing phyloseq (e.g. microeco C. Liu et al. (2020), EasyAmplicon Y.-X. Liu et al. (2023) MicrobiomeAnalystR Lu et al. (2023)) see Wen et al. (2023). Note limitations phyloseq packages circumvented thanks phylosmith (Smith 2023), microViz ((Barnett, Arts, Penders 2021)) MiscMetabar. packages provide interactive interface useful rapid exploration code-beginner biologists. Animalcules (Zhao et al. 2021) microViz (Barnett, Arts, Penders 2021) provides shiny interactive interface whereas MicrobiomeAnalystR (Lu et al. 2023) web-based platform.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/states_of_fields_in_R.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Metabarcoding with R","text":"","code":"sessionInfo() ## R version 4.3.3 (2024-02-29) ## Platform: x86_64-pc-linux-gnu (64-bit) ## Running under: Debian GNU/Linux 11 (bullseye) ##  ## Matrix products: default ## BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  ## LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 ##  ## locale: ##  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               ##  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     ##  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    ##  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  ##  [9] LC_ADDRESS=C               LC_TELEPHONE=C             ## [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        ##  ## time zone: Europe/Paris ## tzcode source: system (glibc) ##  ## attached base packages: ## [1] stats     graphics  grDevices utils     datasets  methods   base      ##  ## loaded via a namespace (and not attached): ##  [1] digest_0.6.35     desc_1.4.3        R6_2.5.1          fastmap_1.1.1     ##  [5] xfun_0.43         magrittr_2.0.3    cachem_1.0.8      knitr_1.46        ##  [9] memoise_2.0.1     htmltools_0.5.8.1 rmarkdown_2.26    lifecycle_1.0.4   ## [13] cli_3.6.2         vctrs_0.6.5       sass_0.4.9        pkgdown_2.0.7     ## [17] textshaping_0.3.7 jquerylib_0.1.4   systemfonts_1.0.6 compiler_4.3.3    ## [21] purrr_1.0.2       rstudioapi_0.16.0 tools_4.3.3       ragg_1.3.0        ## [25] bslib_0.7.0       evaluate_0.23     yaml_2.3.8        jsonlite_1.8.8    ## [29] rlang_1.1.3       fs_1.6.3"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"load-library","dir":"Articles","previous_headings":"","what":"Load library","title":"tengeler","text":"","code":"library(\"MicrobiotaProcess\") library(\"MiscMetabar\") library(\"ggplot2\") library(\"patchwork\") library(\"iNEXT\") ?Tengeler2020"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"import-dataset-in-phyloseq-format","dir":"Articles","previous_headings":"","what":"Import dataset in phyloseq format","title":"tengeler","text":"","code":"data(Tengeler2020_pq) ten <- Tengeler2020_pq summary_plot_pq(ten)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"alpha-diversity-analysis","dir":"Articles","previous_headings":"","what":"Alpha-diversity analysis","title":"tengeler","text":"","code":"hill_pq(ten, \"patient_status\", one_plot = TRUE) res_inext <-   iNEXT_pq(ten,     datatype = \"abundance\",     merge_sample_by = \"patient_status_vs_cohort\",     nboot = 5   ) ggiNEXT(res_inext) accu_plot(   ten,   fact = \"sample_name\",   add_nb_seq = TRUE,   by.fact = TRUE,   step = 100 ) + theme(legend.position = c(.8, .6)) #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 9 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 17 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 25 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 7 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 8 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 6 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 14 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 28 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 7 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 2 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 15 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 5 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 5 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 6 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 4 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 6 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 21 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 5 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 13 #> Warning: A numeric `legend.position` argument in `theme()` was deprecated in ggplot2 #> 3.5.0. #> ℹ Please use the `legend.position.inside` argument of `theme()` instead. #> This warning is displayed once every 8 hours. #> Call `lifecycle::last_lifecycle_warnings()` to see where this warning was #> generated. #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_line()`)."},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"explore-taxonomy","dir":"Articles","previous_headings":"","what":"Explore taxonomy","title":"tengeler","text":"","code":"library(metacoder) heat_tree_pq(ten,   node_size = n_obs,   node_color = nb_sequences,   node_label = taxon_names,   tree_label = taxon_names,   node_size_trans = \"log10 area\" ) treemap_pq(ten, lvl1 = \"Order\", lvl2 = \"Family\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"beta-diversity-analysis-effect-of-patient-status-and-cohort","dir":"Articles","previous_headings":"","what":"Beta-diversity analysis : effect of patient status and cohort","title":"tengeler","text":"","code":"circle_pq(ten, \"patient_status\") upset_pq(ten, \"patient_status_vs_cohort\") ggvenn_pq(clean_pq(ten, force_taxa_as_columns = TRUE),   \"cohort\",   rarefy_before_merging = TRUE ) +   theme(legend.position = \"none\") ten_control <- clean_pq(subset_samples(ten, patient_status == \"Control\")) p_control <- heat_tree_pq(ten_control,   node_size = n_obs,   node_color = nb_sequences,   node_label = taxon_names,   tree_label = taxon_names,   node_size_trans = \"log10 area\" )  ten_ADHD <- clean_pq(subset_samples(ten, patient_status == \"ADHD\")) p_ADHD <- heat_tree_pq(ten_ADHD,   node_size = n_obs,   node_color = nb_sequences,   node_label = taxon_names,   tree_label = taxon_names,   node_size_trans = \"log10 area\" )  p_control + ggtitle(\"Control\") + p_ADHD + ggtitle(\"ADHD\") knitr::kable(track_wkflow(list(   \"All samples\" = ten,   \"Control samples\" = ten_control,   \"ADHD samples\" = ten_ADHD ))) adonis_pq(ten, \"cohort + patient_status\") #> Permutation test for adonis under reduced model #> Terms added sequentially (first to last) #> Permutation: free #> Number of permutations: 999 #>  #> vegan::adonis2(formula = .formula, data = metadata) #>                Df SumOfSqs      R2      F Pr(>F)   #> cohort          2   0.7922 0.11785 1.6626  0.062 . #> patient_status  1   0.4503 0.06698 1.8898  0.057 . #> Residual       23   5.4799 0.81517                 #> Total          26   6.7223 1.00000                 #> --- #> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 ten@tax_table <- phyloseq::tax_table(cbind(   ten@tax_table,   \"Species\" = taxa_names(ten) ))  biplot_pq(subset_taxa_pq(ten, taxa_sums(ten) > 3000),   merge_sample_by = \"patient_status\",   fact = \"patient_status\",   nudge_y = 0.4 ) multitax_bar_pq(ten, \"Phylum\", \"Class\", \"Order\", \"patient_status\") multitax_bar_pq(ten, \"Phylum\", \"Class\", \"Order\", \"patient_status\",   nb_seq = FALSE, log10trans = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"differential-abundance-analysis","dir":"Articles","previous_headings":"","what":"Differential abundance analysis","title":"tengeler","text":"","code":"plot_deseq2_pq(ten,   contrast = c(\"patient_status\", \"ADHD\", \"Control\"),   taxolev = \"Genus\" ) #> Warning in DESeqDataSet(se, design = design, ignoreRank): some variables in #> design formula are characters, converting to factors LEfSe <- diff_analysis(   ten,   classgroup = \"patient_status\",   mlfun = \"lda\",   ldascore = 2,   p.adjust.methods = \"bh\" ) library(ggplot2) ggeffectsize(LEfSe) +   scale_color_manual(values = c(     \"#00AED7\",     \"#FD9347\"   )) +   theme_bw()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"tengeler","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #>  [1] metacoder_0.3.7          iNEXT_3.0.1              patchwork_1.2.0          #>  [4] MiscMetabar_0.8.00       purrr_1.0.2              dplyr_1.1.4              #>  [7] dada2_1.30.0             Rcpp_1.0.12              ggplot2_3.5.0            #> [10] phyloseq_1.46.0          MicrobiotaProcess_1.14.1 #>  #> loaded via a namespace (and not attached): #>   [1] libcoin_1.0-10              RColorBrewer_1.1-3          #>   [3] shape_1.4.6.1               rstudioapi_0.16.0           #>   [5] jsonlite_1.8.8              magrittr_2.0.3              #>   [7] TH.data_1.1-2               modeltools_0.2-23           #>   [9] farver_2.1.1                rmarkdown_2.26              #>  [11] GlobalOptions_0.1.2         fs_1.6.3                    #>  [13] zlibbioc_1.48.2             ragg_1.3.0                  #>  [15] vctrs_0.6.5                 multtest_2.58.0             #>  [17] memoise_2.0.1               Rsamtools_2.18.0            #>  [19] RCurl_1.98-1.14             ggtree_3.10.1               #>  [21] htmltools_0.5.8.1           S4Arrays_1.2.1              #>  [23] ComplexUpset_1.3.3          Rhdf5lib_1.24.2             #>  [25] SparseArray_1.2.4           rhdf5_2.46.1                #>  [27] gridGraphics_0.5-1          sass_0.4.9                  #>  [29] bslib_0.7.0                 desc_1.4.3                  #>  [31] plyr_1.8.9                  sandwich_3.1-0              #>  [33] zoo_1.8-12                  cachem_1.0.8                #>  [35] ggfittext_0.10.2            GenomicAlignments_1.38.2    #>  [37] igraph_2.0.3                lifecycle_1.0.4             #>  [39] iterators_1.0.14            pkgconfig_2.0.3             #>  [41] Matrix_1.6-5                R6_2.5.1                    #>  [43] fastmap_1.1.1               GenomeInfoDbData_1.2.11     #>  [45] MatrixGenerics_1.14.0       digest_0.6.35               #>  [47] aplot_0.2.2                 colorspace_2.1-0            #>  [49] ggnewscale_0.4.10           ShortRead_1.60.0            #>  [51] S4Vectors_0.40.2            DESeq2_1.42.1               #>  [53] textshaping_0.3.7           GenomicRanges_1.54.1        #>  [55] hwriter_1.3.2.1             vegan_2.6-4                 #>  [57] labeling_0.4.3              fansi_1.0.6                 #>  [59] abind_1.4-5                 mgcv_1.9-1                  #>  [61] compiler_4.3.3              withr_3.0.0                 #>  [63] BiocParallel_1.36.0         highr_0.10                  #>  [65] ggsignif_0.6.4              MASS_7.3-60.0.1             #>  [67] DelayedArray_0.28.0         biomformat_1.30.0           #>  [69] permute_0.9-7               tools_4.3.3                 #>  [71] ape_5.8                     glue_1.7.0                  #>  [73] treemapify_2.5.6            nlme_3.1-164                #>  [75] rhdf5filters_1.14.1         grid_4.3.3                  #>  [77] cluster_2.1.6               reshape2_1.4.4              #>  [79] ade4_1.7-22                 generics_0.1.3              #>  [81] gtable_0.3.4                tidyr_1.3.1                 #>  [83] ggVennDiagram_1.5.2         data.table_1.15.4           #>  [85] coin_1.4-3                  utf8_1.2.4                  #>  [87] XVector_0.42.0              BiocGenerics_0.48.1         #>  [89] ggrepel_0.9.5               foreach_1.5.2               #>  [91] pillar_1.9.0                stringr_1.5.1               #>  [93] yulab.utils_0.1.4           circlize_0.4.16             #>  [95] splines_4.3.3               treeio_1.26.0               #>  [97] lattice_0.22-6              deldir_2.0-4                #>  [99] survival_3.5-8              tidyselect_1.2.1            #> [101] locfit_1.5-9.9              pbapply_1.7-2               #> [103] Biostrings_2.70.3           knitr_1.46                  #> [105] gridExtra_2.3               IRanges_2.36.0              #> [107] SummarizedExperiment_1.32.0 ggtreeExtra_1.12.0          #> [109] stats4_4.3.3                xfun_0.43                   #> [111] Biobase_2.62.0              matrixStats_1.3.0           #> [113] stringi_1.8.3               lazyeval_0.2.2              #> [115] ggfun_0.1.4                 yaml_2.3.8                  #> [117] evaluate_0.23               codetools_0.2-19            #> [119] interp_1.1-6                tibble_3.2.1                #> [121] ggplotify_0.1.2             cli_3.6.2                   #> [123] RcppParallel_5.1.7          systemfonts_1.0.6           #> [125] munsell_0.5.1               jquerylib_0.1.4             #> [127] GenomeInfoDb_1.38.8         png_0.1-8                   #> [129] parallel_4.3.3              ggh4x_0.2.8                 #> [131] pkgdown_2.0.7               latticeExtra_0.6-30         #> [133] jpeg_0.1-10                 bitops_1.0-7                #> [135] ggstar_1.0.4                mvtnorm_1.2-4               #> [137] tidytree_0.4.6              GA_3.2.4                    #> [139] scales_1.3.0                crayon_1.5.2                #> [141] rlang_1.1.3                 multcomp_1.4-25"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"references","dir":"Articles","previous_headings":"","what":"References","title":"tengeler","text":"Tengeler, .C., Dam, S.., Wiesmann, M. et al. Gut microbiota persons attention-deficit/hyperactivity disorder affects brain mice. Microbiome 8, 44 (2020). https://microbiomejournal.biomedcentral.com/articles/10.1186/s40168-020-00816-x","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tree_visualization.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Tree visualization","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #>  [1] ggtree_3.10.1      treeio_1.26.0      phangorn_2.11.1    ape_5.8            #>  [5] MiscMetabar_0.8.00 purrr_1.0.2        dplyr_1.1.4        dada2_1.30.0       #>  [9] Rcpp_1.0.12        ggplot2_3.5.0      phyloseq_1.46.0    tidytree_0.4.6     #>  #> loaded via a namespace (and not attached): #>   [1] RColorBrewer_1.1-3          rstudioapi_0.16.0           #>   [3] jsonlite_1.8.8              magrittr_2.0.3              #>   [5] farver_2.1.1                rmarkdown_2.26              #>   [7] fs_1.6.3                    zlibbioc_1.48.2             #>   [9] ragg_1.3.0                  vctrs_0.6.5                 #>  [11] multtest_2.58.0             memoise_2.0.1               #>  [13] Rsamtools_2.18.0            RCurl_1.98-1.14             #>  [15] htmltools_0.5.8.1           S4Arrays_1.2.1              #>  [17] Rhdf5lib_1.24.2             SparseArray_1.2.4           #>  [19] rhdf5_2.46.1                gridGraphics_0.5-1          #>  [21] sass_0.4.9                  bslib_0.7.0                 #>  [23] desc_1.4.3                  plyr_1.8.9                  #>  [25] DECIPHER_2.30.0             cachem_1.0.8                #>  [27] GenomicAlignments_1.38.2    igraph_2.0.3                #>  [29] lifecycle_1.0.4             iterators_1.0.14            #>  [31] pkgconfig_2.0.3             Matrix_1.6-5                #>  [33] R6_2.5.1                    fastmap_1.1.1               #>  [35] GenomeInfoDbData_1.2.11     MatrixGenerics_1.14.0       #>  [37] digest_0.6.35               aplot_0.2.2                 #>  [39] colorspace_2.1-0            ShortRead_1.60.0            #>  [41] patchwork_1.2.0             S4Vectors_0.40.2            #>  [43] textshaping_0.3.7           GenomicRanges_1.54.1        #>  [45] RSQLite_2.3.6               hwriter_1.3.2.1             #>  [47] vegan_2.6-4                 labeling_0.4.3              #>  [49] fansi_1.0.6                 abind_1.4-5                 #>  [51] mgcv_1.9-1                  compiler_4.3.3              #>  [53] bit64_4.0.5                 withr_3.0.0                 #>  [55] BiocParallel_1.36.0         DBI_1.2.2                   #>  [57] highr_0.10                  MASS_7.3-60.0.1             #>  [59] DelayedArray_0.28.0         biomformat_1.30.0           #>  [61] permute_0.9-7               tools_4.3.3                 #>  [63] glue_1.7.0                  quadprog_1.5-8              #>  [65] nlme_3.1-164                rhdf5filters_1.14.1         #>  [67] grid_4.3.3                  cluster_2.1.6               #>  [69] reshape2_1.4.4              ade4_1.7-22                 #>  [71] generics_0.1.3              gtable_0.3.4                #>  [73] tidyr_1.3.1                 data.table_1.15.4           #>  [75] utf8_1.2.4                  XVector_0.42.0              #>  [77] BiocGenerics_0.48.1         foreach_1.5.2               #>  [79] pillar_1.9.0                stringr_1.5.1               #>  [81] yulab.utils_0.1.4           splines_4.3.3               #>  [83] lattice_0.22-6              survival_3.5-8              #>  [85] bit_4.0.5                   deldir_2.0-4                #>  [87] tidyselect_1.2.1            Biostrings_2.70.3           #>  [89] knitr_1.46                  IRanges_2.36.0              #>  [91] SummarizedExperiment_1.32.0 stats4_4.3.3                #>  [93] xfun_0.43                   Biobase_2.62.0              #>  [95] matrixStats_1.3.0           stringi_1.8.3               #>  [97] lazyeval_0.2.2              ggfun_0.1.4                 #>  [99] yaml_2.3.8                  evaluate_0.23               #> [101] codetools_0.2-19            interp_1.1-6                #> [103] tibble_3.2.1                ggplotify_0.1.2             #> [105] cli_3.6.2                   RcppParallel_5.1.7          #> [107] systemfonts_1.0.6           munsell_0.5.1               #> [109] jquerylib_0.1.4             GenomeInfoDb_1.38.8         #> [111] png_0.1-8                   parallel_4.3.3              #> [113] pkgdown_2.0.7               blob_1.2.4                  #> [115] latticeExtra_0.6-30         jpeg_0.1-10                 #> [117] bitops_1.0-7                scales_1.3.0                #> [119] crayon_1.5.2                rlang_1.1.3                 #> [121] fastmatch_1.1-4"},{"path":"https://adrientaudiere.github.io/MiscMetabar/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Adrien Taudière. Author, maintainer, copyright holder.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Taudière (2024). MiscMetabar: Miscellaneous Functions Metabarcoding Analysis. R package version 0.8.00,  https://adrientaudiere.github.io/MiscMetabar/, https://github.com/adrientaudiere/MiscMetabar.","code":"@Manual{,   title = {MiscMetabar: Miscellaneous Functions for Metabarcoding Analysis},   author = {Adrien Taudière},   year = {2024},   note = {R package version 0.8.00,  https://adrientaudiere.github.io/MiscMetabar/},   url = {https://github.com/adrientaudiere/MiscMetabar}, }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"miscmetabar-","dir":"","previous_headings":"","what":"Miscellaneous Functions for Metabarcoding Analysis","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"See pkgdown documentation site package paper Journal Open Softwares. Biological studies, especially ecology, health sciences taxonomy, need describe biological composition samples. last twenty years, () development DNA sequencing, (ii) reference databases, (iii) high-throughput sequencing (HTS), (iv) bioinformatics resources allowed description biological communities metabarcoding. Metabarcoding involves sequencing millions (meta-) short regions specific DNA (-barcoding, Valentini, Pompanon, Taberlet (2009)) often environmental samples (eDNA, Taberlet et al. (2012)) human stomach contents, lake water, soil air. MiscMetabar aims facilitate description, transformation, exploration reproducibility metabarcoding analysis using R. development MiscMetabar relies heavily R packages dada2 (Callahan et al. 2016), phyloseq (McMurdie Holmes 2013) targets (Landau 2021).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"installation","dir":"","previous_headings":"","what":"Installation","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"CRAN version MiscMetabar. can also install stable development version GitHub : can install unstable development version GitHub :","code":"install.packages(\"MiscMetabar\") if (!require(\"devtools\", quietly = TRUE)) {   install.packages(\"devtools\") } devtools::install_github(\"adrientaudiere/MiscMetabar\") if (!require(\"devtools\", quietly = TRUE)) {   install.packages(\"devtools\") } devtools::install_github(\"adrientaudiere/MiscMetabar\", ref = \"dev\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"some-use-of-miscmetabar","dir":"","previous_headings":"","what":"Some use of MiscMetabar","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"See articles MiscMetabar website examples. introduction metabarcoding R, Please visite state field articles. import, export track article explains import export phyloseq object. also show summarize useful information (number sequences, samples clusters) accross bioinformatic pipelines. article explore data takes closer look different way explore samples taxonomical data phyloseq object. interested ecological metrics, see articles describing alpha-diversity beta-diversity analysis. article filter taxa samples describes data-filtering processes using MiscMetabar reclustering tutorial introduces different way clustering already-clustered OTU/ASV. article tengeler explore dataset Tengeler et al. (2020) using MiscMetabar functions. developers, also wrote article describing som rules codes.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"summarize-a-physeq-object","dir":"","previous_headings":"Some use of MiscMetabar","what":"Summarize a physeq object","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"library(\"MiscMetabar\") library(\"phyloseq\") library(\"magrittr\") data(\"data_fungi\") summary_plot_pq(data_fungi)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"alpha-diversity-analysis","dir":"","previous_headings":"Some use of MiscMetabar","what":"Alpha-diversity analysis","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"Hill number 1 Result Tuckey post-hoc test","code":"p <- MiscMetabar::hill_pq(data_fungi, variable = \"Height\") p$plot_Hill_0 p$plot_tuckey"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"beta-diversity-analysis","dir":"","previous_headings":"Some use of MiscMetabar","what":"Beta-diversity analysis","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"if (!require(\"ggVennDiagram\", quietly = TRUE)) {   install.packages(\"ggVennDiagramà\") } ggvenn_pq(data_fungi, fact = \"Height\") +   ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1) +   labs(title = \"Share number of ASV among Height in tree\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"note-for-non-linux-users","dir":"","previous_headings":"Some use of MiscMetabar","what":"Note for non-linux users","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"functions may work windows (e.g. track_wflow(), cutadapt_remove_primers(), krona(), vsearch_clustering(), …). solution exploit docker container, example using great rocker project. list functions limitations working windows OS: build_phytree_pq() count_seq() cutadapt_remove_primers() krona() merge_krona() multipatt_pq() plot_tsne_pq() rotl_pq() save_pq() tax_datatable() track_wkflow() track_wkflow_samples() tsne_pq() venn_pq() MiscMetabar developed Linux vast majority functions may works Unix system, functionning test iOS.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"installation-of-other-softwares-for-debian-linux-distributions","dir":"","previous_headings":"Some use of MiscMetabar","what":"Installation of other softwares for debian Linux distributions","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"encounter errors questions installation softwares, please visit dedicated websites.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"blast","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for debian Linux distributions","what":"blast+","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"sudo apt-get install ncbi-blast+"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"vsearch","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for debian Linux distributions","what":"vsearch","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"possibilities install vsearch conda.","code":"sudo apt-get install vsearch"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"swarm","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for debian Linux distributions","what":"swarm","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"possibilities install swarm conda.","code":"git clone https://github.com/torognes/swarm.git cd swarm/ make"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"mumu","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for debian Linux distributions","what":"Mumu","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"git clone https://github.com/frederic-mahe/mumu.git cd ./mumu/ make make check make install  # as root or sudo"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"cutadapt","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for debian Linux distributions","what":"cutadapt","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"conda create -n cutadaptenv cutadapt"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"wrapper adespatial::beta.div() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"","code":"LCBD_pq(physeq, p_adjust_method = \"BH\", ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. p_adjust_method (chr, default \"BH\"): method used adjust p-value ... Others arguments passed adespatial::beta.div() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"object class beta.div see adespatial::beta.div() function information","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"Adrien Taudière function mainly wrapper work others. Please make reference adespatial::beta.div() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"","code":"if (requireNamespace(\"adespatial\")) {   res <- LCBD_pq(data_fungi_sp_known, nperm = 5)   str(res)   length(res$LCBD)   length(res$SCBD) } #> List of 8 #>  $ beta  : Named num [1:2] 173.647 0.949 #>   ..- attr(*, \"names\")= chr [1:2] \"SStotal\" \"BDtotal\" #>  $ SCBD  : Named num [1:651] 0.0533 0.0307 0.0206 0.0123 0.0122 ... #>   ..- attr(*, \"names\")= chr [1:651] \"ASV2\" \"ASV8\" \"ASV12\" \"ASV18\" ... #>  $ LCBD  : Named num [1:184] 0.00522 0.00559 0.00545 0.00516 0.00488 ... #>   ..- attr(*, \"names\")= chr [1:184] \"A10-005-B_S188_MERGED.fastq.gz\" \"A10-005-H_S189_MERGED.fastq.gz\" \"A10-005-M_S190_MERGED.fastq.gz\" \"A12-007_S191_MERGED.fastq.gz\" ... #>  $ p.LCBD: Named num [1:184] 1 0.5 0.667 1 1 ... #>   ..- attr(*, \"names\")= chr [1:184] \"A10-005-B_S188_MERGED.fastq.gz\" \"A10-005-H_S189_MERGED.fastq.gz\" \"A10-005-M_S190_MERGED.fastq.gz\" \"A12-007_S191_MERGED.fastq.gz\" ... #>  $ p.adj : Named num [1:184] 1 0.948 1 1 1 ... #>   ..- attr(*, \"names\")= chr [1:184] \"A10-005-B_S188_MERGED.fastq.gz\" \"A10-005-H_S189_MERGED.fastq.gz\" \"A10-005-M_S190_MERGED.fastq.gz\" \"A12-007_S191_MERGED.fastq.gz\" ... #>  $ method: chr [1:2] \"hellinger\" NA #>  $ note  : chr \"Info -- This coefficient is Euclidean\" #>  $ D     : logi NA #>  - attr(*, \"class\")= chr \"beta.div\" #> [1] 651 # \\donttest{ if (requireNamespace(\"adespatial\")) {   LCBD_pq(data_fungi_sp_known, nperm = 5, method = \"jaccard\") } #> $beta #>    SStotal    BDtotal  #> 85.9986349  0.4699379  #>  #> $SCBD #> [1] NA #>  #> $LCBD #>    A10-005-B_S188_MERGED.fastq.gz    A10-005-H_S189_MERGED.fastq.gz  #>                       0.005431337                       0.005585492  #>    A10-005-M_S190_MERGED.fastq.gz      A12-007_S191_MERGED.fastq.gz  #>                       0.005478440                       0.005475019  #>      A12-007-B_S2_MERGED.fastq.gz        A15-004_S3_MERGED.fastq.gz  #>                       0.005495528                       0.005107525  #>         A8-005_S4_MERGED.fastq.gz         A9-012_S5_MERGED.fastq.gz  #>                       0.005393136                       0.005158405  #>    AB29-ABMX-H_S6_MERGED.fastq.gz       AC27-013_S7_MERGED.fastq.gz  #>                       0.005598452                       0.005362440  #>        AC29033_S8_MERGED.fastq.gz     AD26-005-B_S9_MERGED.fastq.gz  #>                       0.005435153                       0.005590336  #>    AD26-005-H_S10_MERGED.fastq.gz    AD26-005-M_S11_MERGED.fastq.gz  #>                       0.005541210                       0.005601384  #>   AD30-ABMX-M_S12_MERGED.fastq.gz    AD32-007-M_S13_MERGED.fastq.gz  #>                       0.005500683                       0.005415709  #>    ADABM30X-B_S14_MERGED.fastq.gz    ADABM30X-H_S15_MERGED.fastq.gz  #>                       0.005521256                       0.005515426  #>    ADABM30X-M_S16_MERGED.fastq.gz   AE30-ABM507_S17_MERGED.fastq.gz  #>                       0.005664555                       0.005417710  #>       B17-014_S18_MERGED.fastq.gz     B18-006-B_S19_MERGED.fastq.gz  #>                       0.005223051                       0.005124279  #>   BA16-036bis_S20_MERGED.fastq.gz    BA17-050-B_S21_MERGED.fastq.gz  #>                       0.005596074                       0.005383404  #>    BB19-006-H_S22_MERGED.fastq.gz     BB6-019-B_S23_MERGED.fastq.gz  #>                       0.005479949                       0.005473285  #>     BB6-019-H_S24_MERGED.fastq.gz     BB6-019-M_S25_MERGED.fastq.gz  #>                       0.005516622                       0.005405949  #>      BD14-021_S26_MERGED.fastq.gz     BE9-006-B_S27_MERGED.fastq.gz  #>                       0.005391203                       0.005416875  #>     BE9-006-H_S28_MERGED.fastq.gz     BE9-006-M_S29_MERGED.fastq.gz  #>                       0.005388380                       0.005428383  #>     BG7-010-B_S30_MERGED.fastq.gz     BG7-010-H_S31_MERGED.fastq.gz  #>                       0.004971520                       0.005251272  #>     BG7-010-M_S32_MERGED.fastq.gz       BH9-021_S33_MERGED.fastq.gz  #>                       0.004998273                       0.005289260  #>    BJ17-007-M_S34_MERGED.fastq.gz   BJ8-ABM-003_S35_MERGED.fastq.gz  #>                       0.005409853                       0.005612220  #>     BL7-006-B_S36_MERGED.fastq.gz     BL7-006-H_S37_MERGED.fastq.gz  #>                       0.005027453                       0.004991713  #>     BL7-006-M_S38_MERGED.fastq.gz      BN11-041_S39_MERGED.fastq.gz  #>                       0.004807057                       0.005462552  #>       BN9-002_S40_MERGED.fastq.gz       BO8-002_S41_MERGED.fastq.gz  #>                       0.005701409                       0.005552082  #>       BO8-005_S42_MERGED.fastq.gz    BP11-001-B_S43_MERGED.fastq.gz  #>                       0.005608939                       0.005528332  #>    BP11-001-H_S44_MERGED.fastq.gz    BP11-001-M_S45_MERGED.fastq.gz  #>                       0.005370893                       0.005529987  #>    BP12-025-B_S46_MERGED.fastq.gz      BP14-006_S47_MERGED.fastq.gz  #>                       0.005591550                       0.005358656  #>       BQ3-019_S48_MERGED.fastq.gz     BQ4-018-B_S49_MERGED.fastq.gz  #>                       0.005701273                       0.005389513  #>     BQ4-018-H_S50_MERGED.fastq.gz     BQ4-018-M_S51_MERGED.fastq.gz  #>                       0.005525345                       0.005606490  #>    BQ9ABM-002_S52_MERGED.fastq.gz       BR8-005_S53_MERGED.fastq.gz  #>                       0.005532056                       0.005525636  #>      BS14-006_S54_MERGED.fastq.gz      BT-006-M_S55_MERGED.fastq.gz  #>                       0.005417430                       0.005198680  #>       BT7-006_S56_MERGED.fastq.gz    BV11-002-B_S57_MERGED.fastq.gz  #>                       0.005113717                       0.005492216  #>    BV11-002-H_S58_MERGED.fastq.gz    BV11-002-M_S59_MERGED.fastq.gz  #>                       0.005472138                       0.005632221  #>       BW8-003_S60_MERGED.fastq.gz        C1-001_S61_MERGED.fastq.gz  #>                       0.005379245                       0.005308420  #>     C21-NV1-B_S62_MERGED.fastq.gz     C21-NV1-H_S63_MERGED.fastq.gz  #>                       0.005545973                       0.005511839  #>     C21-NV1-M_S64_MERGED.fastq.gz        C9-005_S65_MERGED.fastq.gz  #>                       0.005743994                       0.005625365  #>      CA12-024_S66_MERGED.fastq.gz       CA9-027_S67_MERGED.fastq.gz  #>                       0.005587228                       0.005743050  #>         CA9-X_S68_MERGED.fastq.gz     CB8-019-B_S69_MERGED.fastq.gz  #>                       0.005460232                       0.005606963  #>     CB8-019-H_S70_MERGED.fastq.gz     CB8-019-M_S71_MERGED.fastq.gz  #>                       0.005536705                       0.005564729  #>       CB9-013_S72_MERGED.fastq.gz       CC3-044_S73_MERGED.fastq.gz  #>                       0.005524410                       0.005491664  #>       CC8-003_S74_MERGED.fastq.gz       D17-011_S77_MERGED.fastq.gz  #>                       0.005636944                       0.005390811  #>     D18-003-B_S78_MERGED.fastq.gz     D18-003-H_S79_MERGED.fastq.gz  #>                       0.005491481                       0.005557191  #>     D18-003-M_S80_MERGED.fastq.gz    D22-NVABM1_S81_MERGED.fastq.gz  #>                       0.005613003                       0.005399096  #>     D61-010-B_S82_MERGED.fastq.gz      D9-027-B_S83_MERGED.fastq.gz  #>                       0.005525214                       0.005243712  #>      D9-027-H_S84_MERGED.fastq.gz      D9-027-M_S85_MERGED.fastq.gz  #>                       0.005057125                       0.005270961  #>   DBM-ABM-001_S86_MERGED.fastq.gz     DJ2-008-B_S87_MERGED.fastq.gz  #>                       0.005344133                       0.005432589  #>     DJ2-008-H_S88_MERGED.fastq.gz     DJ2-008-M_S89_MERGED.fastq.gz  #>                       0.005667010                       0.005312133  #>    DP4-ABM001_S90_MERGED.fastq.gz  DS1-ABM002-B_S91_MERGED.fastq.gz  #>                       0.005600380                       0.005512753  #>  DS1-ABM002-H_S92_MERGED.fastq.gz  DS1-ABM002-M_S93_MERGED.fastq.gz  #>                       0.005689445                       0.005526927  #>     DU3-045-B_S94_MERGED.fastq.gz       DW4-007_S95_MERGED.fastq.gz  #>                       0.005380856                       0.005500723  #>     DY5-004-B_S96_MERGED.fastq.gz     DY5-004-H_S97_MERGED.fastq.gz  #>                       0.005182943                       0.005088777  #>     DY5-004-M_S98_MERGED.fastq.gz   DZ6-ABM-001_S99_MERGED.fastq.gz  #>                       0.005203781                       0.005593447  #>     E9-009-B_S100_MERGED.fastq.gz     E9-009-H_S101_MERGED.fastq.gz  #>                       0.005093335                       0.005052157  #>     E9-009-M_S102_MERGED.fastq.gz  EA5-ABM-001_S103_MERGED.fastq.gz  #>                       0.004981648                       0.005515744  #>    EC2-013-B_S104_MERGED.fastq.gz   F6-ABM-001_S105_MERGED.fastq.gz  #>                       0.005582450                       0.005767824  #>     F7-015-M_S106_MERGED.fastq.gz    FOMES19-H_S108_MERGED.fastq.gz  #>                       0.005757017                       0.005119403  #>    FOMES19-M_S109_MERGED.fastq.gz    H10-018-M_S110_MERGED.fastq.gz  #>                       0.005237816                       0.005572858  #> H24-NVABM1-H_S111_MERGED.fastq.gz    J18-004-B_S114_MERGED.fastq.gz  #>                       0.005271013                       0.005182117  #>    J18-004-H_S115_MERGED.fastq.gz    J18-004-M_S116_MERGED.fastq.gz  #>                       0.005799836                       0.005164878  #>    K18-002-H_S117_MERGED.fastq.gz   K26-NVABM1_S118_MERGED.fastq.gz  #>                       0.005525452                       0.005536350  #>       L19X-B_S119_MERGED.fastq.gz       L19X-H_S120_MERGED.fastq.gz  #>                       0.005776322                       0.005550468  #>       L19X-M_S121_MERGED.fastq.gz    L23-002-B_S122_MERGED.fastq.gz  #>                       0.005397867                       0.005173481  #>    L23-002-H_S123_MERGED.fastq.gz    L23-002-M_S124_MERGED.fastq.gz  #>                       0.005607710                       0.005288520  #>      M22-001_S125_MERGED.fastq.gz       N19X-B_S126_MERGED.fastq.gz  #>                       0.005620118                       0.005069924  #>       N19X-H_S127_MERGED.fastq.gz       N19X-M_S128_MERGED.fastq.gz  #>                       0.005296358                       0.005410732  #>    N22-001-B_S129_MERGED.fastq.gz    N23-002-B_S130_MERGED.fastq.gz  #>                       0.005797441                       0.005504839  #>    N23-002-H_S131_MERGED.fastq.gz     N25-ABMX_S133_MERGED.fastq.gz  #>                       0.005505184                       0.005570539  #>   NVABM-0058_S134_MERGED.fastq.gz NVABM-0163-H_S135_MERGED.fastq.gz  #>                       0.005498004                       0.005552250  #>   NVABM-0397_S138_MERGED.fastq.gz    NVABM0216_S136_MERGED.fastq.gz  #>                       0.005541689                       0.005670066  #>  NVABM0244-M_S137_MERGED.fastq.gz      O20-X-B_S139_MERGED.fastq.gz  #>                       0.005753293                       0.005585280  #>      O20-X-H_S140_MERGED.fastq.gz      O20-X-M_S141_MERGED.fastq.gz  #>                       0.005246993                       0.005237162  #>    O21-007-B_S142_MERGED.fastq.gz    O21-007-H_S143_MERGED.fastq.gz  #>                       0.005499893                       0.005608886  #>    O21-007-M_S144_MERGED.fastq.gz    O24-003-B_S145_MERGED.fastq.gz  #>                       0.005972513                       0.005346457  #>    O24-003-H_S146_MERGED.fastq.gz    O24-003-M_S147_MERGED.fastq.gz  #>                       0.005502025                       0.005328186  #>    O26-004-B_S148_MERGED.fastq.gz    O26-004-H_S149_MERGED.fastq.gz  #>                       0.005598397                       0.005573576  #>    O26-004-M_S150_MERGED.fastq.gz      O27-012_S151_MERGED.fastq.gz  #>                       0.005774263                       0.005621182  #>     O9-005-B_S152_MERGED.fastq.gz    P19-023-M_S153_MERGED.fastq.gz  #>                       0.005121205                       0.005585693  #>    P27-015-M_S154_MERGED.fastq.gz   P27-ABM001_S155_MERGED.fastq.gz  #>                       0.005654745                       0.005672433  #> Q27-ABM003-B_S156_MERGED.fastq.gz     R25-ABMX_S157_MERGED.fastq.gz  #>                       0.005491006                       0.005448344  #>    R28-008-B_S158_MERGED.fastq.gz    R28-008-H_S159_MERGED.fastq.gz  #>                       0.005131425                       0.005015862  #>    R28-008-M_S160_MERGED.fastq.gz      T28-011_S161_MERGED.fastq.gz  #>                       0.005106585                       0.005512879  #> T28-ABM602-B_S162_MERGED.fastq.gz   U27-ABM002_S163_MERGED.fastq.gz  #>                       0.005813927                       0.005403655  #>     W25-ABMX_S164_MERGED.fastq.gz    W26-001-B_S165_MERGED.fastq.gz  #>                       0.005486949                       0.004783710  #>    W26-001-H_S166_MERGED.fastq.gz    W26-001-M_S167_MERGED.fastq.gz  #>                       0.004935947                       0.005094514  #>      W30-006_S168_MERGED.fastq.gz     W9-025-M_S169_MERGED.fastq.gz  #>                       0.005427852                       0.005765172  #>    X24-009-B_S170_MERGED.fastq.gz    X24-009-H_S171_MERGED.fastq.gz  #>                       0.005299386                       0.005621477  #>    X24-009-M_S172_MERGED.fastq.gz      X24-010_S173_MERGED.fastq.gz  #>                       0.005583280                       0.005599091  #>    X29-004-B_S174_MERGED.fastq.gz    X29-004-H_S175_MERGED.fastq.gz  #>                       0.005693585                       0.005305343  #>    X29-004-M_S176_MERGED.fastq.gz Y21-ABM484-H_S177_MERGED.fastq.gz  #>                       0.005500181                       0.005406702  #>    Y28-002-B_S178_MERGED.fastq.gz    Y28-002-H_S179_MERGED.fastq.gz  #>                       0.005310932                       0.005155402  #>    Y28-002-M_S180_MERGED.fastq.gz    Y29-007-B_S181_MERGED.fastq.gz  #>                       0.005371721                       0.005157384  #>    Y29-007-H_S182_MERGED.fastq.gz    Y29-007-M_S183_MERGED.fastq.gz  #>                       0.005124434                       0.005539944  #> Y31-ABM484-B_S184_MERGED.fastq.gz    Z29-001-H_S185_MERGED.fastq.gz  #>                       0.005617242                       0.005465091  #>      Z30-002_S186_MERGED.fastq.gz Z30-ABM560-M_S187_MERGED.fastq.gz  #>                       0.005118409                       0.005401336  #>  #> $p.LCBD #>    A10-005-B_S188_MERGED.fastq.gz    A10-005-H_S189_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #>    A10-005-M_S190_MERGED.fastq.gz      A12-007_S191_MERGED.fastq.gz  #>                         0.5000000                         0.1666667  #>      A12-007-B_S2_MERGED.fastq.gz        A15-004_S3_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>         A8-005_S4_MERGED.fastq.gz         A9-012_S5_MERGED.fastq.gz  #>                         0.5000000                         0.8333333  #>    AB29-ABMX-H_S6_MERGED.fastq.gz       AC27-013_S7_MERGED.fastq.gz  #>                         0.1666667                         0.6666667  #>        AC29033_S8_MERGED.fastq.gz     AD26-005-B_S9_MERGED.fastq.gz  #>                         0.8333333                         0.3333333  #>    AD26-005-H_S10_MERGED.fastq.gz    AD26-005-M_S11_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>   AD30-ABMX-M_S12_MERGED.fastq.gz    AD32-007-M_S13_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #>    ADABM30X-B_S14_MERGED.fastq.gz    ADABM30X-H_S15_MERGED.fastq.gz  #>                         0.5000000                         0.6666667  #>    ADABM30X-M_S16_MERGED.fastq.gz   AE30-ABM507_S17_MERGED.fastq.gz  #>                         0.1666667                         0.5000000  #>       B17-014_S18_MERGED.fastq.gz     B18-006-B_S19_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>   BA16-036bis_S20_MERGED.fastq.gz    BA17-050-B_S21_MERGED.fastq.gz  #>                         0.1666667                         0.8333333  #>    BB19-006-H_S22_MERGED.fastq.gz     BB6-019-B_S23_MERGED.fastq.gz  #>                         0.5000000                         0.5000000  #>     BB6-019-H_S24_MERGED.fastq.gz     BB6-019-M_S25_MERGED.fastq.gz  #>                         0.1666667                         0.5000000  #>      BD14-021_S26_MERGED.fastq.gz     BE9-006-B_S27_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>     BE9-006-H_S28_MERGED.fastq.gz     BE9-006-M_S29_MERGED.fastq.gz  #>                         0.8333333                         0.5000000  #>     BG7-010-B_S30_MERGED.fastq.gz     BG7-010-H_S31_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     BG7-010-M_S32_MERGED.fastq.gz       BH9-021_S33_MERGED.fastq.gz  #>                         1.0000000                         0.8333333  #>    BJ17-007-M_S34_MERGED.fastq.gz   BJ8-ABM-003_S35_MERGED.fastq.gz  #>                         0.6666667                         0.1666667  #>     BL7-006-B_S36_MERGED.fastq.gz     BL7-006-H_S37_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     BL7-006-M_S38_MERGED.fastq.gz      BN11-041_S39_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>       BN9-002_S40_MERGED.fastq.gz       BO8-002_S41_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #>       BO8-005_S42_MERGED.fastq.gz    BP11-001-B_S43_MERGED.fastq.gz  #>                         0.5000000                         0.3333333  #>    BP11-001-H_S44_MERGED.fastq.gz    BP11-001-M_S45_MERGED.fastq.gz  #>                         0.8333333                         0.5000000  #>    BP12-025-B_S46_MERGED.fastq.gz      BP14-006_S47_MERGED.fastq.gz  #>                         0.5000000                         0.8333333  #>       BQ3-019_S48_MERGED.fastq.gz     BQ4-018-B_S49_MERGED.fastq.gz  #>                         0.1666667                         0.6666667  #>     BQ4-018-H_S50_MERGED.fastq.gz     BQ4-018-M_S51_MERGED.fastq.gz  #>                         0.5000000                         0.3333333  #>    BQ9ABM-002_S52_MERGED.fastq.gz       BR8-005_S53_MERGED.fastq.gz  #>                         0.3333333                         0.6666667  #>      BS14-006_S54_MERGED.fastq.gz      BT-006-M_S55_MERGED.fastq.gz  #>                         0.6666667                         1.0000000  #>       BT7-006_S56_MERGED.fastq.gz    BV11-002-B_S57_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>    BV11-002-H_S58_MERGED.fastq.gz    BV11-002-M_S59_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>       BW8-003_S60_MERGED.fastq.gz        C1-001_S61_MERGED.fastq.gz  #>                         0.8333333                         1.0000000  #>     C21-NV1-B_S62_MERGED.fastq.gz     C21-NV1-H_S63_MERGED.fastq.gz  #>                         0.5000000                         0.3333333  #>     C21-NV1-M_S64_MERGED.fastq.gz        C9-005_S65_MERGED.fastq.gz  #>                         0.1666667                         0.3333333  #>      CA12-024_S66_MERGED.fastq.gz       CA9-027_S67_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>         CA9-X_S68_MERGED.fastq.gz     CB8-019-B_S69_MERGED.fastq.gz  #>                         0.5000000                         0.1666667  #>     CB8-019-H_S70_MERGED.fastq.gz     CB8-019-M_S71_MERGED.fastq.gz  #>                         0.5000000                         0.3333333  #>       CB9-013_S72_MERGED.fastq.gz       CC3-044_S73_MERGED.fastq.gz  #>                         0.3333333                         0.5000000  #>       CC8-003_S74_MERGED.fastq.gz       D17-011_S77_MERGED.fastq.gz  #>                         0.1666667                         0.6666667  #>     D18-003-B_S78_MERGED.fastq.gz     D18-003-H_S79_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #>     D18-003-M_S80_MERGED.fastq.gz    D22-NVABM1_S81_MERGED.fastq.gz  #>                         0.1666667                         0.3333333  #>     D61-010-B_S82_MERGED.fastq.gz      D9-027-B_S83_MERGED.fastq.gz  #>                         0.3333333                         1.0000000  #>      D9-027-H_S84_MERGED.fastq.gz      D9-027-M_S85_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>   DBM-ABM-001_S86_MERGED.fastq.gz     DJ2-008-B_S87_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>     DJ2-008-H_S88_MERGED.fastq.gz     DJ2-008-M_S89_MERGED.fastq.gz  #>                         0.1666667                         0.5000000  #>    DP4-ABM001_S90_MERGED.fastq.gz  DS1-ABM002-B_S91_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>  DS1-ABM002-H_S92_MERGED.fastq.gz  DS1-ABM002-M_S93_MERGED.fastq.gz  #>                         0.1666667                         0.3333333  #>     DU3-045-B_S94_MERGED.fastq.gz       DW4-007_S95_MERGED.fastq.gz  #>                         0.6666667                         0.3333333  #>     DY5-004-B_S96_MERGED.fastq.gz     DY5-004-H_S97_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     DY5-004-M_S98_MERGED.fastq.gz   DZ6-ABM-001_S99_MERGED.fastq.gz  #>                         1.0000000                         0.1666667  #>     E9-009-B_S100_MERGED.fastq.gz     E9-009-H_S101_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     E9-009-M_S102_MERGED.fastq.gz  EA5-ABM-001_S103_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>    EC2-013-B_S104_MERGED.fastq.gz   F6-ABM-001_S105_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>     F7-015-M_S106_MERGED.fastq.gz    FOMES19-H_S108_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>    FOMES19-M_S109_MERGED.fastq.gz    H10-018-M_S110_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #> H24-NVABM1-H_S111_MERGED.fastq.gz    J18-004-B_S114_MERGED.fastq.gz  #>                         0.8333333                         1.0000000  #>    J18-004-H_S115_MERGED.fastq.gz    J18-004-M_S116_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>    K18-002-H_S117_MERGED.fastq.gz   K26-NVABM1_S118_MERGED.fastq.gz  #>                         0.5000000                         0.3333333  #>       L19X-B_S119_MERGED.fastq.gz       L19X-H_S120_MERGED.fastq.gz  #>                         0.1666667                         0.5000000  #>       L19X-M_S121_MERGED.fastq.gz    L23-002-B_S122_MERGED.fastq.gz  #>                         0.6666667                         1.0000000  #>    L23-002-H_S123_MERGED.fastq.gz    L23-002-M_S124_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>      M22-001_S125_MERGED.fastq.gz       N19X-B_S126_MERGED.fastq.gz  #>                         0.3333333                         1.0000000  #>       N19X-H_S127_MERGED.fastq.gz       N19X-M_S128_MERGED.fastq.gz  #>                         1.0000000                         0.6666667  #>    N22-001-B_S129_MERGED.fastq.gz    N23-002-B_S130_MERGED.fastq.gz  #>                         0.1666667                         0.3333333  #>    N23-002-H_S131_MERGED.fastq.gz     N25-ABMX_S133_MERGED.fastq.gz  #>                         0.8333333                         0.1666667  #>   NVABM-0058_S134_MERGED.fastq.gz NVABM-0163-H_S135_MERGED.fastq.gz  #>                         0.6666667                         0.1666667  #>   NVABM-0397_S138_MERGED.fastq.gz    NVABM0216_S136_MERGED.fastq.gz  #>                         0.5000000                         0.1666667  #>  NVABM0244-M_S137_MERGED.fastq.gz      O20-X-B_S139_MERGED.fastq.gz  #>                         0.1666667                         0.3333333  #>      O20-X-H_S140_MERGED.fastq.gz      O20-X-M_S141_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    O21-007-B_S142_MERGED.fastq.gz    O21-007-H_S143_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>    O21-007-M_S144_MERGED.fastq.gz    O24-003-B_S145_MERGED.fastq.gz  #>                         0.1666667                         0.8333333  #>    O24-003-H_S146_MERGED.fastq.gz    O24-003-M_S147_MERGED.fastq.gz  #>                         0.3333333                         1.0000000  #>    O26-004-B_S148_MERGED.fastq.gz    O26-004-H_S149_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>    O26-004-M_S150_MERGED.fastq.gz      O27-012_S151_MERGED.fastq.gz  #>                         0.1666667                         0.3333333  #>     O9-005-B_S152_MERGED.fastq.gz    P19-023-M_S153_MERGED.fastq.gz  #>                         1.0000000                         0.1666667  #>    P27-015-M_S154_MERGED.fastq.gz   P27-ABM001_S155_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #> Q27-ABM003-B_S156_MERGED.fastq.gz     R25-ABMX_S157_MERGED.fastq.gz  #>                         0.3333333                         0.5000000  #>    R28-008-B_S158_MERGED.fastq.gz    R28-008-H_S159_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    R28-008-M_S160_MERGED.fastq.gz      T28-011_S161_MERGED.fastq.gz  #>                         1.0000000                         0.3333333  #> T28-ABM602-B_S162_MERGED.fastq.gz   U27-ABM002_S163_MERGED.fastq.gz  #>                         0.1666667                         0.5000000  #>     W25-ABMX_S164_MERGED.fastq.gz    W26-001-B_S165_MERGED.fastq.gz  #>                         0.3333333                         1.0000000  #>    W26-001-H_S166_MERGED.fastq.gz    W26-001-M_S167_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>      W30-006_S168_MERGED.fastq.gz     W9-025-M_S169_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>    X24-009-B_S170_MERGED.fastq.gz    X24-009-H_S171_MERGED.fastq.gz  #>                         0.8333333                         0.1666667  #>    X24-009-M_S172_MERGED.fastq.gz      X24-010_S173_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>    X29-004-B_S174_MERGED.fastq.gz    X29-004-H_S175_MERGED.fastq.gz  #>                         0.1666667                         0.5000000  #>    X29-004-M_S176_MERGED.fastq.gz Y21-ABM484-H_S177_MERGED.fastq.gz  #>                         0.8333333                         0.6666667  #>    Y28-002-B_S178_MERGED.fastq.gz    Y28-002-H_S179_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    Y28-002-M_S180_MERGED.fastq.gz    Y29-007-B_S181_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    Y29-007-H_S182_MERGED.fastq.gz    Y29-007-M_S183_MERGED.fastq.gz  #>                         1.0000000                         0.1666667  #> Y31-ABM484-B_S184_MERGED.fastq.gz    Z29-001-H_S185_MERGED.fastq.gz  #>                         0.1666667                         0.6666667  #>      Z30-002_S186_MERGED.fastq.gz Z30-ABM560-M_S187_MERGED.fastq.gz  #>                         1.0000000                         0.8333333  #>  #> $p.adj #>    A10-005-B_S188_MERGED.fastq.gz    A10-005-H_S189_MERGED.fastq.gz  #>                         0.7572016                         0.7572016  #>    A10-005-M_S190_MERGED.fastq.gz      A12-007_S191_MERGED.fastq.gz  #>                         0.8363636                         0.6388889  #>      A12-007-B_S2_MERGED.fastq.gz        A15-004_S3_MERGED.fastq.gz  #>                         0.6388889                         1.0000000  #>         A8-005_S4_MERGED.fastq.gz         A9-012_S5_MERGED.fastq.gz  #>                         0.8363636                         1.0000000  #>    AB29-ABMX-H_S6_MERGED.fastq.gz       AC27-013_S7_MERGED.fastq.gz  #>                         0.6388889                         0.9972900  #>        AC29033_S8_MERGED.fastq.gz     AD26-005-B_S9_MERGED.fastq.gz  #>                         1.0000000                         0.7572016  #>    AD26-005-H_S10_MERGED.fastq.gz    AD26-005-M_S11_MERGED.fastq.gz  #>                         0.7572016                         0.6388889  #>   AD30-ABMX-M_S12_MERGED.fastq.gz    AD32-007-M_S13_MERGED.fastq.gz  #>                         0.7572016                         0.7572016  #>    ADABM30X-B_S14_MERGED.fastq.gz    ADABM30X-H_S15_MERGED.fastq.gz  #>                         0.8363636                         0.9972900  #>    ADABM30X-M_S16_MERGED.fastq.gz   AE30-ABM507_S17_MERGED.fastq.gz  #>                         0.6388889                         0.8363636  #>       B17-014_S18_MERGED.fastq.gz     B18-006-B_S19_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>   BA16-036bis_S20_MERGED.fastq.gz    BA17-050-B_S21_MERGED.fastq.gz  #>                         0.6388889                         1.0000000  #>    BB19-006-H_S22_MERGED.fastq.gz     BB6-019-B_S23_MERGED.fastq.gz  #>                         0.8363636                         0.8363636  #>     BB6-019-H_S24_MERGED.fastq.gz     BB6-019-M_S25_MERGED.fastq.gz  #>                         0.6388889                         0.8363636  #>      BD14-021_S26_MERGED.fastq.gz     BE9-006-B_S27_MERGED.fastq.gz  #>                         1.0000000                         0.8363636  #>     BE9-006-H_S28_MERGED.fastq.gz     BE9-006-M_S29_MERGED.fastq.gz  #>                         1.0000000                         0.8363636  #>     BG7-010-B_S30_MERGED.fastq.gz     BG7-010-H_S31_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     BG7-010-M_S32_MERGED.fastq.gz       BH9-021_S33_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    BJ17-007-M_S34_MERGED.fastq.gz   BJ8-ABM-003_S35_MERGED.fastq.gz  #>                         0.9972900                         0.6388889  #>     BL7-006-B_S36_MERGED.fastq.gz     BL7-006-H_S37_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     BL7-006-M_S38_MERGED.fastq.gz      BN11-041_S39_MERGED.fastq.gz  #>                         1.0000000                         0.8363636  #>       BN9-002_S40_MERGED.fastq.gz       BO8-002_S41_MERGED.fastq.gz  #>                         0.7572016                         0.7572016  #>       BO8-005_S42_MERGED.fastq.gz    BP11-001-B_S43_MERGED.fastq.gz  #>                         0.8363636                         0.7572016  #>    BP11-001-H_S44_MERGED.fastq.gz    BP11-001-M_S45_MERGED.fastq.gz  #>                         1.0000000                         0.8363636  #>    BP12-025-B_S46_MERGED.fastq.gz      BP14-006_S47_MERGED.fastq.gz  #>                         0.8363636                         1.0000000  #>       BQ3-019_S48_MERGED.fastq.gz     BQ4-018-B_S49_MERGED.fastq.gz  #>                         0.6388889                         0.9972900  #>     BQ4-018-H_S50_MERGED.fastq.gz     BQ4-018-M_S51_MERGED.fastq.gz  #>                         0.8363636                         0.7572016  #>    BQ9ABM-002_S52_MERGED.fastq.gz       BR8-005_S53_MERGED.fastq.gz  #>                         0.7572016                         0.9972900  #>      BS14-006_S54_MERGED.fastq.gz      BT-006-M_S55_MERGED.fastq.gz  #>                         0.9972900                         1.0000000  #>       BT7-006_S56_MERGED.fastq.gz    BV11-002-B_S57_MERGED.fastq.gz  #>                         1.0000000                         0.8363636  #>    BV11-002-H_S58_MERGED.fastq.gz    BV11-002-M_S59_MERGED.fastq.gz  #>                         0.7572016                         0.6388889  #>       BW8-003_S60_MERGED.fastq.gz        C1-001_S61_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     C21-NV1-B_S62_MERGED.fastq.gz     C21-NV1-H_S63_MERGED.fastq.gz  #>                         0.8363636                         0.7572016  #>     C21-NV1-M_S64_MERGED.fastq.gz        C9-005_S65_MERGED.fastq.gz  #>                         0.6388889                         0.7572016  #>      CA12-024_S66_MERGED.fastq.gz       CA9-027_S67_MERGED.fastq.gz  #>                         0.6388889                         0.6388889  #>         CA9-X_S68_MERGED.fastq.gz     CB8-019-B_S69_MERGED.fastq.gz  #>                         0.8363636                         0.6388889  #>     CB8-019-H_S70_MERGED.fastq.gz     CB8-019-M_S71_MERGED.fastq.gz  #>                         0.8363636                         0.7572016  #>       CB9-013_S72_MERGED.fastq.gz       CC3-044_S73_MERGED.fastq.gz  #>                         0.7572016                         0.8363636  #>       CC8-003_S74_MERGED.fastq.gz       D17-011_S77_MERGED.fastq.gz  #>                         0.6388889                         0.9972900  #>     D18-003-B_S78_MERGED.fastq.gz     D18-003-H_S79_MERGED.fastq.gz  #>                         0.7572016                         0.7572016  #>     D18-003-M_S80_MERGED.fastq.gz    D22-NVABM1_S81_MERGED.fastq.gz  #>                         0.6388889                         0.7572016  #>     D61-010-B_S82_MERGED.fastq.gz      D9-027-B_S83_MERGED.fastq.gz  #>                         0.7572016                         1.0000000  #>      D9-027-H_S84_MERGED.fastq.gz      D9-027-M_S85_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>   DBM-ABM-001_S86_MERGED.fastq.gz     DJ2-008-B_S87_MERGED.fastq.gz  #>                         1.0000000                         0.8363636  #>     DJ2-008-H_S88_MERGED.fastq.gz     DJ2-008-M_S89_MERGED.fastq.gz  #>                         0.6388889                         0.8363636  #>    DP4-ABM001_S90_MERGED.fastq.gz  DS1-ABM002-B_S91_MERGED.fastq.gz  #>                         0.7572016                         0.6388889  #>  DS1-ABM002-H_S92_MERGED.fastq.gz  DS1-ABM002-M_S93_MERGED.fastq.gz  #>                         0.6388889                         0.7572016  #>     DU3-045-B_S94_MERGED.fastq.gz       DW4-007_S95_MERGED.fastq.gz  #>                         0.9972900                         0.7572016  #>     DY5-004-B_S96_MERGED.fastq.gz     DY5-004-H_S97_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     DY5-004-M_S98_MERGED.fastq.gz   DZ6-ABM-001_S99_MERGED.fastq.gz  #>                         1.0000000                         0.6388889  #>     E9-009-B_S100_MERGED.fastq.gz     E9-009-H_S101_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     E9-009-M_S102_MERGED.fastq.gz  EA5-ABM-001_S103_MERGED.fastq.gz  #>                         1.0000000                         0.8363636  #>    EC2-013-B_S104_MERGED.fastq.gz   F6-ABM-001_S105_MERGED.fastq.gz  #>                         0.6388889                         0.6388889  #>     F7-015-M_S106_MERGED.fastq.gz    FOMES19-H_S108_MERGED.fastq.gz  #>                         0.6388889                         1.0000000  #>    FOMES19-M_S109_MERGED.fastq.gz    H10-018-M_S110_MERGED.fastq.gz  #>                         1.0000000                         0.8363636  #> H24-NVABM1-H_S111_MERGED.fastq.gz    J18-004-B_S114_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    J18-004-H_S115_MERGED.fastq.gz    J18-004-M_S116_MERGED.fastq.gz  #>                         0.6388889                         1.0000000  #>    K18-002-H_S117_MERGED.fastq.gz   K26-NVABM1_S118_MERGED.fastq.gz  #>                         0.8363636                         0.7572016  #>       L19X-B_S119_MERGED.fastq.gz       L19X-H_S120_MERGED.fastq.gz  #>                         0.6388889                         0.8363636  #>       L19X-M_S121_MERGED.fastq.gz    L23-002-B_S122_MERGED.fastq.gz  #>                         0.9972900                         1.0000000  #>    L23-002-H_S123_MERGED.fastq.gz    L23-002-M_S124_MERGED.fastq.gz  #>                         0.6388889                         1.0000000  #>      M22-001_S125_MERGED.fastq.gz       N19X-B_S126_MERGED.fastq.gz  #>                         0.7572016                         1.0000000  #>       N19X-H_S127_MERGED.fastq.gz       N19X-M_S128_MERGED.fastq.gz  #>                         1.0000000                         0.9972900  #>    N22-001-B_S129_MERGED.fastq.gz    N23-002-B_S130_MERGED.fastq.gz  #>                         0.6388889                         0.7572016  #>    N23-002-H_S131_MERGED.fastq.gz     N25-ABMX_S133_MERGED.fastq.gz  #>                         1.0000000                         0.6388889  #>   NVABM-0058_S134_MERGED.fastq.gz NVABM-0163-H_S135_MERGED.fastq.gz  #>                         0.9972900                         0.6388889  #>   NVABM-0397_S138_MERGED.fastq.gz    NVABM0216_S136_MERGED.fastq.gz  #>                         0.8363636                         0.6388889  #>  NVABM0244-M_S137_MERGED.fastq.gz      O20-X-B_S139_MERGED.fastq.gz  #>                         0.6388889                         0.7572016  #>      O20-X-H_S140_MERGED.fastq.gz      O20-X-M_S141_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    O21-007-B_S142_MERGED.fastq.gz    O21-007-H_S143_MERGED.fastq.gz  #>                         0.6388889                         0.6388889  #>    O21-007-M_S144_MERGED.fastq.gz    O24-003-B_S145_MERGED.fastq.gz  #>                         0.6388889                         1.0000000  #>    O24-003-H_S146_MERGED.fastq.gz    O24-003-M_S147_MERGED.fastq.gz  #>                         0.7572016                         1.0000000  #>    O26-004-B_S148_MERGED.fastq.gz    O26-004-H_S149_MERGED.fastq.gz  #>                         0.6388889                         0.6388889  #>    O26-004-M_S150_MERGED.fastq.gz      O27-012_S151_MERGED.fastq.gz  #>                         0.6388889                         0.7572016  #>     O9-005-B_S152_MERGED.fastq.gz    P19-023-M_S153_MERGED.fastq.gz  #>                         1.0000000                         0.6388889  #>    P27-015-M_S154_MERGED.fastq.gz   P27-ABM001_S155_MERGED.fastq.gz  #>                         0.6388889                         0.6388889  #> Q27-ABM003-B_S156_MERGED.fastq.gz     R25-ABMX_S157_MERGED.fastq.gz  #>                         0.7572016                         0.8363636  #>    R28-008-B_S158_MERGED.fastq.gz    R28-008-H_S159_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    R28-008-M_S160_MERGED.fastq.gz      T28-011_S161_MERGED.fastq.gz  #>                         1.0000000                         0.7572016  #> T28-ABM602-B_S162_MERGED.fastq.gz   U27-ABM002_S163_MERGED.fastq.gz  #>                         0.6388889                         0.8363636  #>     W25-ABMX_S164_MERGED.fastq.gz    W26-001-B_S165_MERGED.fastq.gz  #>                         0.7572016                         1.0000000  #>    W26-001-H_S166_MERGED.fastq.gz    W26-001-M_S167_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>      W30-006_S168_MERGED.fastq.gz     W9-025-M_S169_MERGED.fastq.gz  #>                         0.7572016                         0.6388889  #>    X24-009-B_S170_MERGED.fastq.gz    X24-009-H_S171_MERGED.fastq.gz  #>                         1.0000000                         0.6388889  #>    X24-009-M_S172_MERGED.fastq.gz      X24-010_S173_MERGED.fastq.gz  #>                         0.6388889                         0.6388889  #>    X29-004-B_S174_MERGED.fastq.gz    X29-004-H_S175_MERGED.fastq.gz  #>                         0.6388889                         0.8363636  #>    X29-004-M_S176_MERGED.fastq.gz Y21-ABM484-H_S177_MERGED.fastq.gz  #>                         1.0000000                         0.9972900  #>    Y28-002-B_S178_MERGED.fastq.gz    Y28-002-H_S179_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    Y28-002-M_S180_MERGED.fastq.gz    Y29-007-B_S181_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    Y29-007-H_S182_MERGED.fastq.gz    Y29-007-M_S183_MERGED.fastq.gz  #>                         1.0000000                         0.6388889  #> Y31-ABM484-B_S184_MERGED.fastq.gz    Z29-001-H_S185_MERGED.fastq.gz  #>                         0.6388889                         0.9972900  #>      Z30-002_S186_MERGED.fastq.gz Z30-ABM560-M_S187_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>  #> $method #> [1] \"jaccard\"      \"sqrt.D=FALSE\" #>  #> $note #> [1] \"Info -- D is Euclidean because beta.div outputs D[jk] = sqrt(1-S[jk])\" #> [2] \"For this D functions, use beta.div with option sqrt.D=FALSE\"           #>  #> $D #> [1] NA #>  #> attr(,\"class\") #> [1] \"beta.div\" # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-deprecated.html","id":null,"dir":"Reference","previous_headings":"","what":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","title":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","text":"functions provided compatibility older version MiscMetabar package. may eventually completely removed.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-deprecated.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","text":"","code":"physeq_graph_test(...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-deprecated.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","text":"... Parameters passed modern version function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-deprecated.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","text":"Depend functions.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-package.html","id":null,"dir":"Reference","previous_headings":"","what":"MiscMetabar package — MiscMetabar-package","title":"MiscMetabar package — MiscMetabar-package","text":"Functions help analyze visualize metabarcoding data. Mainly based phyloseq dada2 packages.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/SRS_curve_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Scaling with ranked subsampling (SRS) curve of phyloseq object — SRS_curve_pq","text":"","code":"SRS_curve_pq(physeq, clean_pq = FALSE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/SRS_curve_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Scaling with ranked subsampling (SRS) curve of phyloseq object — SRS_curve_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. clean_pq (logical): phyloseq object cleaned using clean_pq() function? ... arguments passed SRS::SRScurve()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/SRS_curve_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Scaling with ranked subsampling (SRS) curve of phyloseq object — SRS_curve_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/SRS_curve_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Scaling with ranked subsampling (SRS) curve of phyloseq object — SRS_curve_pq","text":"","code":"if (requireNamespace(\"SRS\")) {   SRS_curve_pq(data_fungi_mini,     max.sample.size = 200,     rarefy.comparison = TRUE, rarefy.repeats = 3   )   SRS_curve_pq(data_fungi_mini, max.sample.size = 500, metric = \"shannon\") } #> Loading required namespace: SRS #> Cleaning suppress 0 taxa and 0 samples. #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Cleaning suppress 0 taxa and 0 samples."},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/Tengeler2020_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"This tutorial explore the dataset from Tengeler et al. (2020) available in the mia package.\nobtain using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","title":"This tutorial explore the dataset from Tengeler et al. (2020) available in the mia package.\nobtain using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","text":"phyloseq version Tengeler2020 dataset.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/Tengeler2020_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"This tutorial explore the dataset from Tengeler et al. (2020) available in the mia package.\nobtain using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","text":"","code":"data(Tengeler2020_pq)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/Tengeler2020_pq.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"This tutorial explore the dataset from Tengeler et al. (2020) available in the mia package.\nobtain using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","text":"phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/Tengeler2020_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"This tutorial explore the dataset from Tengeler et al. (2020) available in the mia package.\nobtain using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","text":"Tengeler2020 includes gut microbiota profiles 27 persons ADHD. standard bioinformatic statistical analysis done demonstrate altered microbial composition driver altered brain structure function concomitant changes animals behavior. investigated colonizing young, male, germ-free C57BL/6JOlaHsd mice microbiota individuals without ADHD. Tengeler, .C., Dam, S.., Wiesmann, M. et al. Gut microbiota persons attention-deficit/hyperactivity disorder affects brain mice. Microbiome 8, 44 (2020). https://microbiomejournal.biomedcentral.com/articles/10.1186/s40168-020-00816-x","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"","code":"accu_plot(   physeq,   fact = NULL,   add_nb_seq = TRUE,   step = NULL,   by.fact = FALSE,   ci_col = NULL,   col = NULL,   lwd = 3,   leg = TRUE,   print_sam_names = FALSE,   ci = 2,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines add_nb_seq (default: TRUE, logical) Either plot accumulation curves using sequences using samples step (Integer) distance among points calculated plot lines. low value give better plot time consuming. used add_nb_seq = TRUE. .fact (default: FALSE, logical) First merge OTU table factor plot one line factor ci_col Color vector confidence interval. use add_nb_seq = FALSE. add_nb_seq = TRUE, can use ggplot modify plot. col Color vector lines. use add_nb_seq = FALSE. add_nb_seq = TRUE, can use ggplot modify plot. lwd (default: 3) thickness lines. use add_nb_seq = FALSE. leg (default: TRUE, logical) Plot legend . use add_nb_seq = FALSE. print_sam_names (default: FALSE, logical) Print samples names ? use add_nb_seq = TRUE. ci (default: 2, integer) Confidence interval value used multiply standard error plot confidence interval ... Additional arguments passed ggplot add_nb_seq = TRUE plot add_nb_seq = FALSE","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"ggplot2 plot representing richness accumulation plot add_nb_seq = TRUE, else, add_nb_seq = FALSE return base plot.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"","code":"# \\donttest{ data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ GP <- rarefy_even_depth(subset_samples_pq(GP, sample_sums(GP) > 3000)) #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> 62OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ p <- accu_plot(GP, \"SampleType\", add_nb_seq = TRUE, by.fact = TRUE, step = 10) p <- accu_plot(GP, \"SampleType\", add_nb_seq = TRUE, step = 10) #> Warning: no non-missing arguments to max; returning -Inf  p + theme(legend.position = \"none\") #> Warning: Removed 8 rows containing missing values or values outside the scale range #> (`geom_line()`).   p + xlim(c(0, 400)) #> Warning: Removed 3256 rows containing missing values or values outside the scale range #> (`geom_line()`).  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"","code":"accu_samp_threshold(res_accuplot, threshold = 0.95)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"res_accuplot result function accu_plot() threshold proportion ASV obtain samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"value samples number sequences needed obtain threshold proportion ASV","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"","code":"# \\donttest{ data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ GP <- rarefy_even_depth(subset_samples_pq(GP, sample_sums(GP) > 3000)) #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> 58OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ p <- accu_plot(GP, \"SampleType\", add_nb_seq = TRUE, by.fact = TRUE, step = 10)  val_threshold <- accu_samp_threshold(p)  summary(val_threshold) #>    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.  #>    3281    6318    7541    7066    8288    9901   # Plot the number of sequences needed to accumulate 0.95% of ASV in 50%, 75% # and 100% of samples p + geom_vline(xintercept = quantile(val_threshold, probs = c(0.50, 0.75, 1))) #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_line()`).  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":null,"dir":"Reference","previous_headings":"","what":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"Basically wrapper blast_pq() option unique_per_seq = TRUE score_filter = FALSE. Add information taxtable","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"","code":"add_blast_info(physeq, fasta_for_db, silent = FALSE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fasta_for_db path fasta file make blast database silent (logical) true, message printing. ... arguments passed blast_pq() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"new phyloseq-class object information tax_table based blast given database","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"Adrien Taudière","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_dna_to_phyloseq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add dna in refseq slot of a physeq object using taxa names and renames taxa\nusing ASV_1, ASV_2, … — add_dna_to_phyloseq","text":"","code":"add_dna_to_phyloseq(physeq)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_dna_to_phyloseq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add dna in refseq slot of a physeq object using taxa names and renames taxa\nusing ASV_1, ASV_2, … — add_dna_to_phyloseq","text":"physeq (required): phyloseq-class object obtained using phyloseq package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_dna_to_phyloseq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add dna in refseq slot of a physeq object using taxa names and renames taxa\nusing ASV_1, ASV_2, … — add_dna_to_phyloseq","text":"new phyloseq-class object refseq slot new taxa names","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":null,"dir":"Reference","previous_headings":"","what":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"Please cite Nguyen et al. 2016 (doi:10.1016/j.funeco.2015.06.006 )","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"","code":"add_funguild_info(   physeq,   taxLevels = c(\"Kingdom\", \"Phylum\", \"Class\", \"Order\", \"Family\", \"Genus\", \"Species\") )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"physeq (required): phyloseq-class object obtained using phyloseq package. taxLevels Name 7 columns tax_table required funguild","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"new object class physeq Guild information added tax_table slot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"function mainly wrapper work others. Please make reference FUNGuildR package associate publication use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"","code":"# \\donttest{ if (requireNamespace(\"httr\")) {   d_fung_mini <- add_funguild_info(data_fungi_mini,     taxLevels = c(       \"Domain\",       \"Phylum\",       \"Class\",       \"Order\",       \"Family\",       \"Genus\",       \"Species\"     )   )   sort(table(d_fung_mini@tax_table[, \"guild\"]), decreasing = TRUE) } #>  #>                                                      Wood Saprotroph  #>                                                                   11  #>                               Undefined Saprotroph-|Wood Saprotroph|  #>                                                                    7  #>                                 Undefined Saprotroph-Wood Saprotroph  #>                                                                    6  #>                 Ectomycorrhizal-Fungal Pathogen-Undefined Saprotroph  #>                                                                    4  #>    Endophyte-Plant Saprotroph-Undefined Saprotroph-|Wood Saprotroph|  #>                                                                    2  #>                                       Plant Parasite-Wood Saprotroph  #>                                                                    2  #>                                      Ectomycorrhizal-Fungal Parasite  #>                                                                    1  #> Ectomycorrhizal-Fungal Parasite-Soil Saprotroph-Undefined Saprotroph  #>                                                                    1  #>                   Ectomycorrhizal-|Plant Saprotroph|-Wood Saprotroph  #>                                                                    1  #>                                 Fungal Parasite-Undefined Saprotroph  #>                                                                    1  #>                       Lichen Parasite-Plant Pathogen-Wood Saprotroph  #>                                                                    1  #>                                                       Plant Pathogen  #>                                                                    1  #>                                       Plant Pathogen-Wood Saprotroph  #>                                                                    1  #>                                                    |Wood Saprotroph|  #>                                                                    1  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"Warning: value nb_seq nb_otu may outdated transform phyloseq object, e.g. using subset_taxa_pq() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"","code":"add_info_to_sam_data(   physeq,   df_info = NULL,   add_nb_seq = TRUE,   add_nb_otu = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"physeq (required): phyloseq-class object obtained using phyloseq package. df_info : dataframe rownames matching sample names phyloseq object add_nb_seq (Logical, default TRUE) add column nb_seq collecting number sequences per sample? add_nb_otu (Logical, default TRUE) add column nb_otu collecting number OTUs per sample?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"phyloseq object updated sam_data slot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"","code":"data_fungi <- add_info_to_sam_data(data_fungi) boxplot(data_fungi@sam_data$nb_otu ~ data_fungi@sam_data$Time)   new_df <- data.frame(   variable_1 = runif(n = nsamples(data_fungi), min = 1, max = 20),   variable_2 = runif(n = nsamples(data_fungi), min = 1, max = 2) ) rownames(new_df) <- sample_names(data_fungi) data_fungi <- add_info_to_sam_data(data_fungi, new_df) plot(data_fungi@sam_data$nb_otu ~ data_fungi@sam_data$variable_1)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"One main use function add taxonomic assignment new database.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"","code":"add_new_taxonomy_pq(physeq, ref_fasta, suffix = NULL, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. ref_fasta (required) link database. Pass dada2::assignTaxonomy. suffix (character) suffix name new columns. set NULL (default), basename file reFasta used. ... Others arguments pass dada2::assignTaxonomy.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"new phyloseq-class object larger slot tax_table\"","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Permanova on a phyloseq object — adonis_pq","title":"Permanova on a phyloseq object — adonis_pq","text":"wrapper vegan::adonis2() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Permanova on a phyloseq object — adonis_pq","text":"","code":"adonis_pq(   physeq,   formula,   dist_method = \"bray\",   merge_sample_by = NULL,   na_remove = FALSE,   correction_for_sample_size = FALSE,   rarefy_nb_seqs = FALSE,   verbose = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Permanova on a phyloseq object — adonis_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. formula (required) right part formula vegan::adonis2(). Variables must present physeq@sam_data slot. dist_method (default \"bray\") distance used. See phyloseq::distance() available distances run phyloseq::distanceMethodList(). aitchison robust.aitchison distance, vegan::vegdist() function directly used. merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data na_remove (logical, default FALSE) set TRUE, remove samples NA variables set formula. correction_for_sample_size (logical, default FALSE) set TRUE, sample size (number sequences samples) add formula form y~Library_Size + Biological_Effect following recommendation Weiss et al. 2017. correction_for_sample_size overcome rarefy_nb_seqs TRUE. rarefy_nb_seqs (logical, default FALSE) Rarefy sample (merging merge_sample_by set) using phyloseq::rarefy_even_depth(). correction_for_sample_size TRUE, rarefy_nb_seqs effect. verbose (logical, default TRUE) TRUE, prompt messages. ... arguments passed vegan::adonis2() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Permanova on a phyloseq object — adonis_pq","text":"function returns anova.cca result object new column partial R^2. See help vegan::adonis2() information.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Permanova on a phyloseq object — adonis_pq","text":"function mainly wrapper work others. Please make reference vegan::adonis2() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Permanova on a phyloseq object — adonis_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Permanova on a phyloseq object — adonis_pq","text":"","code":"data(enterotype) # \\donttest{ adonis_pq(enterotype, \"SeqTech*Enterotype\", na_remove = TRUE) #> Taxa are now in columns. #> SeqTech #> Enterotype #> 9 were discarded due to NA in variables present in formula. #> Permutation test for adonis under reduced model #> Terms added sequentially (first to last) #> Permutation: free #> Number of permutations: 999 #>  #> vegan::adonis2(formula = .formula, data = metadata) #>                     Df SumOfSqs      R2        F Pr(>F)     #> SeqTech              2   29.175 0.54055 242.2289  0.001 *** #> Enterotype           2    8.651 0.16028  71.8250  0.001 *** #> SeqTech:Enterotype   4    0.368 0.00683   1.5293  0.097 .   #> Residual           262   15.778 0.29234                     #> Total              270   53.972 1.00000                     #> --- #> Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 adonis_pq(enterotype, \"SeqTech\", dist_method = \"jaccard\") #> Taxa are now in columns. #> Permutation test for adonis under reduced model #> Terms added sequentially (first to last) #> Permutation: free #> Number of permutations: 999 #>  #> vegan::adonis2(formula = .formula, data = metadata) #>           Df SumOfSqs      R2      F Pr(>F)     #> SeqTech    2   31.330 0.40211 93.147  0.001 *** #> Residual 277   46.585 0.59789                   #> Total    279   77.915 1.00000                   #> --- #> Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 adonis_pq(enterotype, \"SeqTech\", dist_method = \"robust.aitchison\") #> Taxa are now in columns. #> Permutation test for adonis under reduced model #> Terms added sequentially (first to last) #> Permutation: free #> Number of permutations: 999 #>  #> vegan::adonis2(formula = .formula, data = metadata) #>           Df SumOfSqs      R2      F Pr(>F)     #> SeqTech    2    83943 0.71401 345.79  0.001 *** #> Residual 277    33622 0.28599                   #> Total    279   117565 1.00000                   #> --- #> Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/all_object_size.html","id":null,"dir":"Reference","previous_headings":"","what":"List the size of all objects of the GlobalEnv. — all_object_size","title":"List the size of all objects of the GlobalEnv. — all_object_size","text":"Code https://tolstoy.newcastle.edu.au/R/e6/help/09/01/1121.html","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/all_object_size.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List the size of all objects of the GlobalEnv. — all_object_size","text":"","code":"all_object_size()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/all_object_size.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List the size of all objects of the GlobalEnv. — all_object_size","text":"list size","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Run ANCOMBC2 on phyloseq object — ancombc_pq","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"wrapper ANCOMBC::ancombc2() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"","code":"ancombc_pq(physeq, fact, levels_fact = NULL, tax_level = \"Class\", ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines levels_fact (default NULL) order level factor. Used reorder levels select levels (filter levels present en levels_fact) tax_level taxonomic level passed ANCOMBC::ancombc2() ... arguments passed ANCOMBC::ancombc2() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"result ANCOMBC::ancombc2() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"function mainly wrapper work others. Please make reference ANCOMBC::ancombc2() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"mia\")) {   data_fungi_mini@tax_table <- phyloseq::tax_table(cbind(     data_fungi_mini@tax_table,     \"taxon\" = taxa_names(data_fungi_mini)   ))   res_height <- ancombc_pq(     data_fungi_mini,     fact = \"Height\",     levels_fact = c(\"Low\", \"High\"),     verbose = TRUE   )    ggplot(     res_height$res,     aes(       y = reorder(taxon, lfc_HeightHigh),       x = lfc_HeightHigh,       color = diff_HeightHigh     )   ) +     geom_vline(xintercept = 0) +     geom_segment(aes(       xend = 0, y = reorder(taxon, lfc_HeightHigh),       yend = reorder(taxon, lfc_HeightHigh)     ), color = \"darkgrey\") +     geom_point()    res_time <- ancombc_pq(     data_fungi_mini,     fact = \"Time\",     levels_fact = c(\"0\", \"15\"),     tax_level = \"Family\",     verbose = TRUE   ) } #> Warning: The group variable has < 3 categories  #> The multi-group comparisons (global/pairwise/dunnet/trend) will be deactivated #> Warning: The number of taxa used for estimating sample-specific biases is: 11 #> A large number of taxa (>50) is required for the consistent estimation of biases #> Obtaining initial estimates ... #> Estimating sample-specific biases ... #> Loading required package: foreach #>  #> Attaching package: ‘foreach’ #> The following objects are masked from ‘package:purrr’: #>  #>     accumulate, when #> Loading required package: rngtools #> Warning: Estimation of sampling fractions failed for the following samples: #> B18-006-B_S19_MERGED.fastq.gz, DY5-004-B_S96_MERGED.fastq.gz, W26-001-B_S165_MERGED.fastq.gz, X24-009-B_S170_MERGED.fastq.gz, X29-004-B_S174_MERGED.fastq.gz, Y28-002-B_S178_MERGED.fastq.gz, Z29-001-H_S185_MERGED.fastq.gz #> These samples may have an excessive number of zero values #> Sensitivity analysis for pseudo-count addition to 0s: ... #> ANCOM-BC2 primary results ... #> Warning: The group variable has < 3 categories  #> The multi-group comparisons (global/pairwise/dunnet/trend) will be deactivated #> Warning: The number of taxa used for estimating sample-specific biases is: 9 #> A large number of taxa (>50) is required for the consistent estimation of biases #> Obtaining initial estimates ... #> Estimating sample-specific biases ... #> Warning: Estimation of sampling fractions failed for the following samples: #> BT-006-M_S55_MERGED.fastq.gz, C21-NV1-B_S62_MERGED.fastq.gz, CB8-019-H_S70_MERGED.fastq.gz, DY5-004-B_S96_MERGED.fastq.gz, DY5-004-H_S97_MERGED.fastq.gz, J18-004-M_S116_MERGED.fastq.gz, W26-001-B_S165_MERGED.fastq.gz, X24-009-B_S170_MERGED.fastq.gz #> These samples may have an excessive number of zero values #> Sensitivity analysis for pseudo-count addition to 0s: ... #> ANCOM-BC2 primary results ... # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"aim function provide warnings samples depth significantly vary among modalities factor present sam_data slot. function apply Kruskal-Wallis rank sum test number sequences per samples function factor fact.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"","code":"are_modality_even_depth(physeq, fact, boxplot = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. boxplot (logical) want plot boxplot?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"result Kruskal-Wallis rank sum test","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"","code":"are_modality_even_depth(data_fungi_mini, \"Time\")$p.value #> [1] 0.0006936505 are_modality_even_depth(rarefy_even_depth(data_fungi_mini), \"Time\")$p.value #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 7OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> All modality were undoubtedly rarefy in the physeq object. #> [1] 1 are_modality_even_depth(data_fungi_mini, \"Height\", boxplot = TRUE)  #>  #> \tKruskal-Wallis rank sum test #>  #> data:  nb_seq by fact #> Kruskal-Wallis chi-squared = 1.1143, df = 2, p-value = 0.5728 #>"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"","code":"as_binary_otu_table(physeq, min_number = 1)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"physeq (required): phyloseq-class object obtained using phyloseq package. min_number (int) minimum number sequences put 1 otu table.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"physeq object 0/1 OTU table","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"Useful test results biased sequences bias appended PCR NGS pipeline.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"","code":"data(enterotype) enterotype_bin <- as_binary_otu_table(enterotype)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"","code":"asv2otu(   physeq = NULL,   dna_seq = NULL,   nproc = 1,   method = \"clusterize\",   id = 0.97,   vsearchpath = \"vsearch\",   tax_adjust = 0,   vsearch_cluster_method = \"--cluster_size\",   vsearch_args = \"--strand both\",   keep_temporary_files = FALSE,   swarmpath = \"swarm\",   d = 1,   swarm_args = \"--fastidious\",   method_clusterize = \"overlap\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"physeq (required): phyloseq-class object obtained using phyloseq package. dna_seq may directly use character vector DNA sequences place physeq args. physeq set, dna sequences take value physeq@refseq nproc (default: 1) Set number cpus/processors use clustering method (default: clusterize) Set clustering method. clusterize use DECIPHER::Clusterize() fonction, vsearch use vsearch software (https://github.com/torognes/vsearch) arguments --cluster_size default (see args vsearch_cluster_method) -strand (see args vsearch_args) swarm use swarm id (default: 0.97) level identity cluster vsearchpath (default: vsearch) path vsearch tax_adjust (Default 0) See man page merge_taxa_vec() details. conserved taxonomic rank abundant ASV, set tax_adjust 0 (default). moment tax_adjust = 0 robust vsearch_cluster_method (default: \"--cluster_size) See possible methods vsearch manual (e.g. --cluster_size --cluster_smallmem) --cluster_fast : Clusterize fasta sequences filename, automatically sort decreasing sequence length beforehand. --cluster_size : Clusterize fasta sequences filename, automatically sort decreasing sequence abundance beforehand. --cluster_smallmem : Clusterize fasta sequences filename without automatically modifying order beforehand. Sequence expected sorted decreasing sequence length, unless --usersort used. case may set vsearch_args vsearch_args = \"--strand --usersort\" vsearch_args (default : \"--strand \") one length character element defining parameters passed vsearch. keep_temporary_files (logical, default: FALSE) keep temporary files temp.fasta (refseq fasta dna_seq sequences) cluster.fasta (centroid method = \"vsearch\") temp.uc (clusters method = \"vsearch\") swarmpath (default: swarm) path swarm d (default: 1) maximum number differences allowed two amplicons, meaning two amplicons grouped d (less) differences swarm_args (default : \"--fastidious\") one length character element defining parameters  passed swarm See possible methods SWARM pdf manual method_clusterize (default \"overlap\") method DECIPHER::Clusterize() method ... Others arguments passed DECIPHER::Clusterize()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"new object class physeq list cluster dna_seq args used.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"function use merge_taxa_vec function merge taxa clusters. default tax_adjust = 0. See man page merge_taxa_vec().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"VSEARCH can downloaded https://github.com/torognes/vsearch. information associated publication https://pubmed.ncbi.nlm.nih.gov/27781170.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"","code":"if (requireNamespace(\"DECIPHER\")) {   asv2otu(data_fungi_mini) } #> Partitioning sequences by 3-mer similarity: #> ================================================================================ #> Time difference of 0.02 secs #>  #> Sorting by relatedness within 23 groups: #>  iteration 1 of up to 10 (100.0% stability)  #>  #> Time difference of 0.01 secs #>  #> Clustering sequences by 8-mer similarity: #> Warning: object 'temp' not found #> ================================================================================ #>  #> Time difference of 0.06 secs #>  #> Clusters via relatedness sorting: 100% (0% exclusively) #> Clusters via rare 3-mers: 100% (0% exclusively) #> Estimated clustering effectiveness: 100% #>  #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 32 taxa and 137 samples ] #> sample_data() Sample Data:       [ 137 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 32 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 32 reference sequences ] # \\donttest{ if (requireNamespace(\"DECIPHER\")) {   asv2otu(data_fungi_mini, method_clusterize = \"longest\")    if (MiscMetabar::is_swarm_installed()) {     d_swarm <- asv2otu(data_fungi_mini, method = \"swarm\")   }   if (MiscMetabar::is_vsearch_installed()) {     d_vs <- asv2otu(data_fungi_mini, method = \"vsearch\")   } } #> Partitioning sequences by 3-mer similarity: #> ================================================================================ #> Time difference of 0.02 secs #>  #> Sorting by relatedness within 23 groups: #>  iteration 1 of up to 10 (100.0% stability)  #>  #> Time difference of 0.01 secs #>  #> Clustering sequences by 8-mer similarity: #> Warning: object 'temp' not found #> ================================================================================ #>  #> Time difference of 0.07 secs #>  #> Clusters via relatedness sorting: 100% (0% exclusively) #> Clusters via rare 3-mers: 100% (0% exclusively) #> Estimated clustering effectiveness: 100% #>  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_flush_right.html","id":null,"dir":"Reference","previous_headings":"","what":"Replace all values with NA upon seeing a bad value — bad_flush_right","title":"Replace all values with NA upon seeing a bad value — bad_flush_right","text":"Helper merge_taxa_vec()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_flush_right.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Replace all values with NA upon seeing a bad value — bad_flush_right","text":"","code":"bad_flush_right(x, bad = \"BAD\", na_bad = FALSE, k = length(x))"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_flush_right.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Replace all values with NA upon seeing a bad value — bad_flush_right","text":"x vector bad string representing bad value na_bad whether NAs also treated bad k index values flushed","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_flush_right.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Replace all values with NA upon seeing a bad value — bad_flush_right","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_or_unique.html","id":null,"dir":"Reference","previous_headings":"","what":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","title":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","text":"Helper merge_taxa_vec()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_or_unique.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","text":"","code":"bad_or_unique(x, bad = \"BAD\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_or_unique.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","text":"x vector bad string representing bad value","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_or_unique.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualization of two samples for comparison — biplot_pq","text":"","code":"biplot_pq(   physeq,   fact = NULL,   merge_sample_by = NULL,   rarefy_after_merging = FALSE,   inverse_side = FALSE,   left_name = NULL,   left_name_col = \"#4B3E1E\",   left_fill = \"#4B3E1E\",   left_col = \"#f3f2d9\",   right_name = NULL,   right_name_col = \"#1d2949\",   right_fill = \"#1d2949\",   right_col = \"#1d2949\",   log10trans = TRUE,   nudge_y = c(0.3, 0.3),   geom_label = FALSE,   text_size = 3,   size_names = 5,   y_names = NA,   ylim_modif = c(1, 1),   nb_samples_info = TRUE,   plotly_version = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualization of two samples for comparison — biplot_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (default: NULL) Name factor physeq@sam_data. left NULL use left_name right_name parameter modality. merge_sample_by (default: NULL) NULL samples physeq merged using vector set merge_sample_by. merging used merge_samples2(). case biplot_pq() must factor two levels . rarefy_after_merging Rarefy sample merging modalities merge_sample_by inverse_side Inverse side (put right modality left side). left_name Name fo left sample. left_name_col Color left name left_fill Fill fo left sample. left_col Color fo left sample. right_name Name fo right sample. right_name_col Color right name right_fill Fill fo right sample. right_col Color fo right sample. log10trans (logical) abundancy log10 transformed ? nudge_y parameter control y position abundancy values. vector two values set. first value left side. second value right one. one value set, value used side. geom_label (default: FALSE, logical) TRUE use ggplot2::geom_label() function instead ggplot2::geom_text() indicate numbers sequences. text_size size number sequences size_names size names 2 samples y_names y position names 2 samples. NA (default), computed using maximum abundances values. ylim_modif vector two values. Modificator (multiplication) ylim. one value set, value used limits. nb_samples_info (default: TRUE, logical) TRUE merge_sample_by set, add number samples merged levels. plotly_version TRUE, use plotly::ggplotly() return interactive ggplot. ... arguments ggplot function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualization of two samples for comparison — biplot_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Visualization of two samples for comparison — biplot_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualization of two samples for comparison — biplot_pq","text":"","code":"data_fungi_2Height <- subset_samples(data_fungi_mini, Height %in% c(\"Low\", \"High\")) biplot_pq(data_fungi_2Height, \"Height\", merge_sample_by = \"Height\") #> Cleaning suppress 5 taxa and 0 samples. #> Scale for y is already present. #> Adding another scale for y, which will replace the existing scale. #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_rect()`)."},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blast all sequence of refseq slot of a phyloseq-class\nobject against a custom database. — blast_pq","text":"","code":"blast_pq(   physeq,   fasta_for_db = NULL,   database = NULL,   blastpath = NULL,   id_cut = 90,   bit_score_cut = 50,   min_cover_cut = 50,   e_value_cut = 1e-30,   unique_per_seq = FALSE,   score_filter = TRUE,   nproc = 1,   args_makedb = NULL,   args_blastn = NULL,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blast all sequence of refseq slot of a phyloseq-class\nobject against a custom database. — blast_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fasta_for_db path fasta file make blast database database path blast database blastpath path blast program id_cut (default: 90) cut identity percent keep result bit_score_cut (default: 50) cut bit score keep result higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_cut (default: 50) cut query cover (%) keep result e_value_cut (default: 1e-30)  cut e-value (%) keep result BLAST E-value number expected hits similar quality (score) found just chance. unique_per_seq (logical, default FALSE) TRUE return better match (higher bit score) sequence score_filter (logical, default TRUE) results filter score? FALSE, id_cut,bit_score_cut, e_value_cut min_cover_cut ignored nproc (default: 1) Set number cpus/processors use blast (args -num_threads blastn command) args_makedb Additional parameters parse makeblastdb command args_blastn Additional parameters parse blastn command keep_temporary_files (logical, default: FALSE) keep temporary files db.fasta (refseq transformed database) dbase list files (output blastn) blast_result.txt summary result blastn using -outfmt \"6 qseqid qlen sseqid slen length pident evalue bitscore qcovs\"","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Blast all sequence of refseq slot of a phyloseq-class\nobject against a custom database. — blast_pq","text":"blast table","code":""},{"path":[]},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_derep.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blast some sequence against sequences from of a derep-class\nobject. — blast_to_derep","text":"","code":"blast_to_derep(   derep,   seq2search,   blastpath = NULL,   id_cut = 90,   bit_score_cut = 50,   min_cover_cut = 50,   e_value_cut = 1e-30,   unique_per_seq = FALSE,   score_filter = FALSE,   list_no_output_query = FALSE,   min_length_seq = 200,   args_makedb = NULL,   args_blastn = NULL,   nproc = 1,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_derep.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blast some sequence against sequences from of a derep-class\nobject. — blast_to_derep","text":"derep result dada2::derepFastq(). list derep-class object. seq2search (required) path fasta file defining sequences want blast ASV sequences physeq object. blastpath path blast program id_cut (default: 90) cut identity percent keep result bit_score_cut (default: 50) cut bit score keep result higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_cut (default: 50) cut query cover (%) keep result e_value_cut (default: 1e-30)  cut e-value (%) keep result BLAST E-value number expected hits similar quality (score) found just chance. unique_per_seq (logical, default FALSE) TRUE return better match (higher bit score) sequence score_filter (logical, default TRUE) results filter score? FALSE, id_cut,bit_score_cut, e_value_cut min_cover_cut ignored list_no_output_query (logical) result table include query sequences blastn find correspondence? min_length_seq (default: 200) Removed sequences less min_length_seq derep blast. Set 0 discard filtering sequences length. args_makedb Additional parameters parse makeblastdb command args_blastn Additional parameters parse blastn command nproc (default: 1) Set number cpus/processors use blast (args -num_threads blastn command) keep_temporary_files (logical, default: FALSE) keep temporary files : db.fasta (refseq transformed database) dbase list files (output blastn) blast_result.txt summary result blastn using -outfmt \"6 qseqid qlen sseqid slen length pident evalue bitscore qcovs\"","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_derep.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Blast some sequence against sequences from of a derep-class\nobject. — blast_to_derep","text":"blast table","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_derep.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Blast some sequence against sequences from of a derep-class\nobject. — blast_to_derep","text":"Adrien Taudière","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_phyloseq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blast some sequence against refseq slot of a phyloseq-class\nobject. — blast_to_phyloseq","text":"","code":"blast_to_phyloseq(   physeq,   seq2search,   blastpath = NULL,   id_cut = 90,   bit_score_cut = 50,   min_cover_cut = 50,   e_value_cut = 1e-30,   unique_per_seq = FALSE,   score_filter = TRUE,   list_no_output_query = FALSE,   args_makedb = NULL,   args_blastn = NULL,   nproc = 1,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_phyloseq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blast some sequence against refseq slot of a phyloseq-class\nobject. — blast_to_phyloseq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. seq2search (required) path fasta file defining sequences want blast ASV sequences physeq object. blastpath path blast program id_cut (default: 90) cut identity percent keep result bit_score_cut (default: 50) cut bit score keep result higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_cut (default: 50) cut query cover (%) keep result e_value_cut (default: 1e-30)  cut e-value (%) keep result BLAST E-value number expected hits similar quality (score) found just chance. unique_per_seq (logical, default FALSE) TRUE return better match (higher bit score) sequence score_filter (logical, default TRUE) results filter score? FALSE, id_cut,bit_score_cut, e_value_cut min_cover_cut ignored list_no_output_query (logical) result table include query sequences blastn find correspondence? args_makedb Additional parameters parse makeblastdb command args_blastn Additional parameters parse blastn command nproc (default: 1) Set number cpus/processors use blast (args -num_threads blastn command) keep_temporary_files (logical, default: FALSE) keep temporary files db.fasta (refseq transformed database) dbase list files (output blastn) blast_result.txt summary result blastn using -outfmt \"6 qseqid qlen sseqid slen length pident evalue bitscore qcovs\"","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_phyloseq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Blast some sequence against refseq slot of a phyloseq-class\nobject. — blast_to_phyloseq","text":"blast table","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_phyloseq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Blast some sequence against refseq slot of a phyloseq-class\nobject. — blast_to_phyloseq","text":"","code":"if (FALSE) {  blastpath <- \"...YOUR_PATH_TO_BLAST...\" blast_to_phyloseq(data_fungi,   seq2search = system.file(\"extdata\", \"ex.fasta\",     package = \"MiscMetabar\", mustWork = TRUE   ),   blastpath = blastpath ) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"function build tree phylogenetic tree nb_bootstrap set, build also 3 corresponding bootstrapped tree. Default parameters based doi:10.12688/f1000research.8986.2  phangorn vignette Estimating phylogenetic trees phangorn. understand data, especially markers, using function. Note phylogenetic reconstruction markers used metabarcoding robust. must verify robustness phylogenetic tree using taxonomic classification (see vignette Tree visualization) bootstrap multi-tree visualization","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"","code":"build_phytree_pq(   physeq,   nb_bootstrap = 0,   model = \"GTR\",   optInv = TRUE,   optGamma = TRUE,   rearrangement = \"NNI\",   control = phangorn::pml.control(trace = 0),   optNni = TRUE,   multicore = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. nb_bootstrap (default 0): positive number set, function also build 3 bootstrapped trees using nb_bootstrap bootstrap samples model allows choose amino acid models nucleotide model, see phangorn::optim.pml() details optInv Logical value indicating whether topology gets optimized (NNI). See phangorn::optim.pml() details optGamma Logical value indicating whether gamma rate parameter gets optimized. See phangorn::optim.pml() details rearrangement type tree tree rearrangements perform, one \"NNI\", \"stochastic\" \"ratchet\" see phangorn::optim.pml() details control list parameters controlling fitting process. see phangorn::optim.pml() details optNni Logical value indicating whether topology gets optimized (NNI). see phangorn::optim.pml() details multicore (logical) whether models estimated parallel. see phangorn::bootstrap.pml() details ... params passed phangorn::optim.pml() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"list phylogenetic tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"function mainly wrapper work others. Please make reference phangorn package use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"phangorn\")) {   df <- subset_taxa_pq(data_fungi_mini, taxa_sums(data_fungi_mini) > 9000)   df_tree <- build_phytree_pq(df, nb_bootstrap = 2)   plot(df_tree$UPGMA)   phangorn::plotBS(df_tree$UPGMA, df_tree$UPGMA_bs, main = \"UPGMA\")   plot(df_tree$NJ, \"unrooted\")   plot(df_tree$ML)    phangorn::plotBS(df_tree$ML$tree, df_tree$ML_bs, p = 20, frame = \"circle\")   phangorn::plotBS(     df_tree$ML$tree,     df_tree$ML_bs,     p = 20,     frame = \"circle\",     method = \"TBE\"   )   plot(phangorn::consensusNet(df_tree$ML_bs))   plot(phangorn::consensusNet(df_tree$NJ_bs))   ps_tree <- merge_phyloseq(df, df_tree$ML$tree) } #> Cleaning suppress 0 taxa (  ) and 6 sample(s) ( AD26-005-H_S10_MERGED.fastq.gz / CB8-019-H_S70_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / N23-002-B_S130_MERGED.fastq.gz / NVABM0244-M_S137_MERGED.fastq.gz / T28-ABM602-B_S162_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 23 #> Number of kept ASV 22 #> Number of kept samples 131 #> Determining distance matrix based on shared 8-mers: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Clustering into groups by similarity: #> ================================================================================ #>  #> Time difference of 0.01 secs #>  #> Aligning Sequences: #> ================================================================================ #>  #> Time difference of 0.17 secs #>  #> Iteration 1 of 2: #>  #> Determining distance matrix based on alignment: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Reclustering into groups by similarity: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Realigning Sequences: #> ================================================================================ #>  #> Time difference of 0.11 secs #>  #> Iteration 2 of 2: #>  #> Determining distance matrix based on alignment: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Reclustering into groups by similarity: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Realigning Sequences: #> ================================================================================ #>  #> Time difference of 0.01 secs #>  #> Refining the alignment: #> ================================================================================ #>  #> Time difference of 0.03 secs #>  #> optimize edge weights:  -4070.6 --> -3972.915  #> optimize edge weights:  -3972.915 --> -3972.915  #> optimize topology:  -3972.915 --> -3972.915  NNI moves:  0  #> optimize edge weights:  -3972.915 --> -3972.915  #> optimize edge weights:  -3912.075 --> -3799.53  #> optimize edge weights:  -3799.53 --> -3799.529  #> optimize topology:  -3799.529 --> -3789.674  NNI moves:  3  #> optimize edge weights:  -3789.674 --> -3789.674  #> optimize topology:  -3789.674 --> -3789.674  NNI moves:  0  #> optimize edge weights:  -3789.674 --> -3789.674         #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"","code":"chimera_detection_vs(   seq2search,   nb_seq,   vsearchpath = \"vsearch\",   abskew = 2,   min_seq_length = 100,   vsearch_args = \"--fasta_width 0\",   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"seq2search (required) list DNA sequences coercible function Biostrings::DNAStringSet() nb_seq (required) numeric vector giving number sequences DNA sequences vsearchpath (default: vsearch) path vsearch abskew (int, default 2) abundance skew used distinguish three way alignment sequence chimera parents. assumption chimeras appear later PCR amplification process therefore less abundant parents. default value 2.0, means parents least 2 times abundant chimera. positive value equal greater 1.0 can used. min_seq_length (int, default 100)) Minimum length sequences part analysis vsearch_args (default \"--fasta_width 0\") list args vsearch command keep_temporary_files (logical, default: FALSE) keep temporary files ? non_chimeras.fasta chimeras.fasta borderline.fasta","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"list 3 including non-chimera taxa ($non_chimera), chimera taxa ($chimera) bordeline taxa ($borderline)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"function mainly wrapper work others. Please make vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"","code":"# \\donttest{ chimera_detection_vs(   seq2search = data_fungi@refseq,   nb_seq = taxa_sums(data_fungi) ) #> Filtering for sequences under 100 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> $non_chimera #> AAStringSet object of length 1051: #>        width seq                                            names                #>    [1]   312 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV1;size=92884 #>    [2]   301 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV2;size=53538 #>    [3]   349 AAATGCGATAAGTAATGTGAAT...TGGGACTACCCGCTGAACTTA ASV3;size=47410 #>    [4]   357 AAATGCGATAAGTAATGTGAAT...TGGGACTACCCGCTGAACTTA ASV4;size=46857 #>    [5]   300 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV5;size=41082 #>    ...   ... ... #> [1047]   260 AAACGCGAAAAGTGTTATGATG...AAGATCACCCGCTGAACTTAA ASV1420;size=2 #> [1048]   365 AAATGCGATAAGTAATGTGAAT...TAGGACTACCCGCTGAACTTA ASV602;size=2 #> [1049]   344 AAATGCGATAAGTAATGTGAAT...TAGGAATACGCGCTGAACTTA ASV1142;size=1 #> [1050]   290 GAAATGCGATAAGTAATGTGAA...TAGGGATACCCGCTGAACTTA ASV246;size=1 #> [1051]   318 GAAATGCGATACGTAATGTGAA...AGGGATACCCGCTGAACTTAA ASV412;size=1 #>  #> $chimera #> AAStringSet object of length 242: #>       width seq                                             names                #>   [1]   341 GAAATGCGATAAGTAATGTGAA...GTAGGATTACCCGCTGAACTTA ASV136;size=2743 #>   [2]   307 AAATGCGATAAGTAATGTGAAT...GTAGGGATACCCGCTGAACTTA ASV163;size=2028 #>   [3]   339 AAATGCGATAAGTAATGTGAAT...GTAGGATTACCCGCTGAACTTA ASV206;size=1471 #>   [4]   312 AAATGCGATAAGTAATGTGAAT...GTAGGAATACCCGCTGAACTTA ASV286;size=875 #>   [5]   306 AAATGCGAAAAGTAGTGTGAAT...GTAGGGATACCCGCTGAACTTA ASV294;size=832 #>   ...   ... ... #> [238]   303 GAAATGCGATACTTGGTGTGAA...GTGGGACTACCCGCTGAACTTA ASV1390;size=29 #> [239]   293 GAACTACGATAAGTAATGTGAA...TAGGGATACCCGCTGAACTTAA ASV1395;size=25 #> [240]   301 AAATGCGAAAAGTAGTGTGAAT...TAGGGATACCCGCTGAACTTAA ASV1407;size=18 #> [241]   382 AAATGCGATAAATAATATGAAT...GCAAGATTACCCGCTGAACTTA ASV1411;size=12 #> [242]   287 GAAATGCGATAAGTAATGTGAA...TAGGGCTACCCGCTGAACTTAA ASV789;size=2 #>  #> $borderline #> AAStringSet object of length 127: #>       width seq                                             names                #>   [1]   344 AAATGCGATAAGTAATGTGAAT...GTAGGACTACCCGCTGAACTTA ASV74;size=5699 #>   [2]   298 AAATGCGATAAGTAATGTGAAT...GTAGGGATACCCGCTGAACTTA ASV123;size=3164 #>   [3]   300 AAATGCGATAAGTAATGTGAAT...GTAGGGATACCCGCTGAACTTA ASV139;size=2712 #>   [4]   304 AAATGCGATAAGTAATGTGAAT...GTAGGACTACCCGCTGAACTTA ASV141;size=2611 #>   [5]   295 AAATGCGATAAGTAATGTGAAT...GTAGGGATACCCGCTGAACTTA ASV153;size=2294 #>   ...   ... ... #> [123]   330 AAACGCGATAGGTAATGTGAAT...GTAGGACTACCCGCTGAACTTA ASV1292;size=62 #> [124]   332 AAATGCGATAAGTAATGTGAAT...GTAGGAATACCCGCTGAACTTA ASV1353;size=48 #> [125]   300 GAAATGCGATAAGTAATGCGAA...GTAGGGATACCCGCTGAACTTA ASV1384;size=31 #> [126]   302 GAAATGCGATACGTAATGTGAA...TAGGAATACCCGCTGAACTTAA ASV1388;size=29 #> [127]   316 GAAATGCGATAAATAATATGAA...ACAAGATTACCCGCTGAACTTA ASV1399;size=22 #>  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"","code":"chimera_removal_vs(object, type = \"Discard_only_chim\", clean_pq = FALSE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"object (required) phyloseq-class object one dada, derep, data.frame list coercible sequences table using function dada2::makeSequenceTable() type (default \"Discard_only_chim\"). type define type filtering. \"Discard_only_chim\" discard taxa classify chimera vsearch \"Select_only_non_chim\" select taxa classify non-chimera vsearch(filtering taxa based sequence length parameter min_seq_length chimera_detection_vs() function) \"Select_only_chim\" select taxa classify chimera vsearch (filtering taxa based sequence length parameter min_seq_length chimera_detection_vs() function) clean_pq (logical; default FALSE) TRUE, return phyloseq object cleaning using default parameter clean_pq() function. ... Others arguments passed chimera_detection_vs() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"/ sequences tables object class dada, derep, data.frame list. II/ phyloseq object without (type = 'Select_only_chim') chimeric taxa","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"function mainly wrapper work others. Please make vsearch.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"","code":"# \\donttest{ data_fungi_nochim <- chimera_removal_vs(data_fungi) #> Filtering for sequences under 100 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 242 #> Number of kept ASV 1178 #> Number of kept samples 185 data_fungi_nochim_16 <- chimera_removal_vs(data_fungi,   abskew = 16,   min_seq_length = 10 ) #> Filtering for sequences under 10 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 161 #> Number of kept ASV 1259 #> Number of kept samples 185 data_fungi_nochim2 <-   chimera_removal_vs(data_fungi, type = \"Select_only_non_chim\") #> Filtering for sequences under 100 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 369 #> Number of kept ASV 1051 #> Number of kept samples 185 data_fungi_chimera <-   chimera_removal_vs(data_fungi, type = \"Select_only_chim\") #> Filtering for sequences under 100 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> Cleaning suppress 0 taxa (  ) and 14 sample(s) ( BA16-036bis_S20_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / CB8-019-B_S69_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / H10-018-M_S110_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / N23-002-M_S132_MERGED.fastq.gz / O21-007-H_S143_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / O24-003-H_S146_MERGED.fastq.gz / X24-009-H_S171_MERGED.fastq.gz / Y28-002-B_S178_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1178 #> Number of kept ASV 242 #> Number of kept samples 171 # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"","code":"circle_pq(   physeq = NULL,   fact = NULL,   taxa = \"Order\",   nproc = 1,   add_nb_seq = TRUE,   rarefy = FALSE,   min_prop_tax = 0.01,   min_prop_mod = 0.1,   gap_degree = NULL,   start_degree = NULL,   row_col = NULL,   grid_col = NULL,   log10trans = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor cluster samples modalities. Need physeq@sam_data. taxa (default: 'Order') Name taxonomic rank interest nproc (default 1) Set number cpus/processors use parallelization add_nb_seq (default: TRUE) Represent number sequences number OTUs (add_nb_seq = FALSE) rarefy (logical) samples modalities need rarefy order compare amount sequences? min_prop_tax (default: 0.01) minimum proportion taxon plotted min_prop_mod (default: 0.1) minimum proportion modalities plotted gap_degree Gap two neighbour sectors. can single value vector. vector, first value corresponds gap first sector. start_degree starting degree circle begins draw. Note degree measured standard polar coordinate means always reverse-clockwise. row_col Color vector row grid_col Grid colors correspond sectors. length vector either 1 number sectors. preferred grid_col named vector names correspond sectors. named vector, order grid_col corresponds order sectors. log10trans (logical) sequence log10 transformed (precisely log10(1+x))? ... Additional arguments passed chordDiagram circos.par","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"chordDiagram plot representing distribution OTUs sequences different modalities factor fact","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"pbapply\")) {   data(\"GlobalPatterns\", package = \"phyloseq\")   GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\")   circle_pq(GP, \"SampleType\")   circle_pq(GP, \"SampleType\", add_nb_seq = FALSE)   circle_pq(GP, \"SampleType\", taxa = \"Class\") } #> Loading required namespace: pbapply #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Only 4 modalities are plot (44.44%). Use 'min_prop_mod' to plot more samples. #> Only 5 taxa are plot (45.45%). Use 'min_prop_tax' to plot more taxa #> Only 4 modalities are plot (44.44%). Use 'min_prop_mod' to plot more samples. #> Only 9 taxa are plot (81.82%). Use 'min_prop_tax' to plot more taxa  #> Only 4 modalities are plot (44.44%). Use 'min_prop_mod' to plot more samples. #> Only 4 taxa are plot (44.44%). Use 'min_prop_tax' to plot more taxa   # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/clean_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Clean phyloseq object by removing empty samples and taxa — clean_pq","title":"Clean phyloseq object by removing empty samples and taxa — clean_pq","text":"addition, function check discrepancy (rename) () taxa names refseq, taxonomy table otu_table (ii) sample names sam_data otu_table.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/clean_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Clean phyloseq object by removing empty samples and taxa — clean_pq","text":"","code":"clean_pq(   physeq,   remove_empty_samples = TRUE,   remove_empty_taxa = TRUE,   clean_samples_names = TRUE,   silent = FALSE,   verbose = FALSE,   force_taxa_as_columns = FALSE,   force_taxa_as_rows = FALSE,   reorder_asv = FALSE,   rename_asv = FALSE,   simplify_taxo = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/clean_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Clean phyloseq object by removing empty samples and taxa — clean_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. remove_empty_samples (logical) want remove samples without sequences (done removing empty taxa) remove_empty_taxa (logical) want remove taxa without sequences (done removing empty samples) clean_samples_names (logical) want clean samples names? silent (logical) true, message printing. verbose (logical) Additional informations message verbose parameter overwrite silent parameter. force_taxa_as_columns (logical) true, taxa rows transpose otu_table set taxa_are_rows false force_taxa_as_rows (logical) true, taxa columns transpose otu_table set taxa_are_rows true reorder_asv (logical) TRUE otu_table ordered number sequences ASV (descending order). Default FALSE. rename_asv (logical) TRUE, ASV renamed position OTU_table (asv_1, asv_2, ...). Default FALSE. rename ASV true, ASV names verbose information can misleading. simplify_taxo (logical) TRUE, correct taxonomy_table using MiscMetabar::simplify_taxo() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/clean_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Clean phyloseq object by removing empty samples and taxa — clean_pq","text":"new phyloseq-class object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"#'   moment refseq slot need Null.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"","code":"compare_pairs_pq(   physeq = NULL,   bifactor = NULL,   modality = NULL,   merge_sample_by = NULL,   nb_min_seq = 0,   veg_index = \"shannon\",   na_remove = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. bifactor (required) factor (present sam_data slot physeq object) presenting pair names modality name column sam_data slot physeq object split samples pairs merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data nb_min_seq minimum number sequences per sample count ASV/OTU veg_index (default: \"shannon\") index vegan::diversity function na_remove (logical, default TRUE) set TRUE, remove samples NA variables set bifactor, modality merge_sample_by. NA variables well managed even na_remove = FALSE, na_remove may useless.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"tibble information number shared ASV, shared number sequences diversity","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"","code":"data_fungi_low_high <- subset_samples(data_fungi, Height %in% c(\"Low\", \"High\")) compare_pairs_pq(data_fungi_low_high, bifactor = \"Height\", merge_sample_by = \"Height\") #> Cleaning suppress 0 taxa and 0 samples. #> # A tibble: 1 × 13 #>   modality nb_ASV_High nb_ASV_Low nb_shared_ASV div_High div_Low nb_shared_seq #>   <chr>          <dbl>      <dbl>         <dbl>    <dbl>   <dbl>         <dbl> #> 1 Height           919        963           718     4.53    4.46        671081 #> # ℹ 6 more variables: percent_shared_seq_High <dbl>, #> #   percent_shared_seq_Low <dbl>, percent_shared_ASV_High <dbl>, #> #   percent_shared_ASV_Low <dbl>, ratio_nb_High_Low <dbl>, #> #   ratio_div_High_Low <dbl> compare_pairs_pq(data_fungi_low_high,   bifactor = \"Height\",   merge_sample_by = \"Height\", modality = \"Time\" ) #> 11 samples were discarded due to NA in variable modality. #> Cleaning suppress 37 taxa and 0 samples. #> # A tibble: 4 × 13 #>   modality nb_ASV_High nb_ASV_Low nb_shared_ASV div_High div_Low nb_shared_seq #>   <chr>          <dbl>      <dbl>         <dbl>    <dbl>   <dbl>         <dbl> #> 1 0                324        383           188     3.44    3.11         92766 #> 2 5                488        444           224     3.86    3.73        138450 #> 3 10               239        359           138     2.85    3.35         67475 #> 4 15               365        490           217     3.03    3.46        195794 #> # ℹ 6 more variables: percent_shared_seq_High <dbl>, #> #   percent_shared_seq_Low <dbl>, percent_shared_ASV_High <dbl>, #> #   percent_shared_ASV_Low <dbl>, ratio_nb_High_Low <dbl>, #> #   ratio_div_High_Low <dbl>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":null,"dir":"Reference","previous_headings":"","what":"Count sequences in fasta or fastq file — count_seq","title":"Count sequences in fasta or fastq file — count_seq","text":"Use grep count number line one '+' (fastq, fastq.gz) lines starting '>' (fasta) count sequences.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Count sequences in fasta or fastq file — count_seq","text":"","code":"count_seq(file_path = NULL, folder_path = NULL, pattern = NULL)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Count sequences in fasta or fastq file — count_seq","text":"file_path path  fasta, fastq fastq.gz file folder_path path folder fasta, fastq fastq.gz files pattern pattern filter files folder. E.g. R2","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Count sequences in fasta or fastq file — count_seq","text":"number sequences","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Count sequences in fasta or fastq file — count_seq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Count sequences in fasta or fastq file — count_seq","text":"","code":"count_seq(file_path = system.file(   \"extdata\",   \"ex.fasta\",   package = \"MiscMetabar\",   mustWork = TRUE )) #> [1] 3 count_seq(   folder_path = system.file(\"extdata\", package = \"MiscMetabar\"),   pattern = \"*.fasta\" ) #> [1] 100   3   2"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":null,"dir":"Reference","previous_headings":"","what":"Remove primers using cutadapt — cutadapt_remove_primers","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"need install Cutadapt","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"","code":"cutadapt_remove_primers(   path_to_fastq,   primer_fw = NULL,   primer_rev = NULL,   folder_output = \"wo_primers\",   nproc = 1,   pattern = \"fastq.gz\",   pattern_R1 = \"_R1\",   pattern_R2 = \"_R2\",   nb_files = Inf,   cmd_is_run = TRUE,   args_before_cutadapt =     \"source ~/miniconda3/etc/profile.d/conda.sh && conda activate cutadaptenv && \" )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"path_to_fastq (Required) path folder fastq files. See list_fastq_files() help. primer_fw (Required, String) forward primer DNA sequence. primer_rev (String)  reverse primer DNA sequence. folder_output path folder output files nproc (default 1) Set number cpus/processors use clustering pattern pattern filter files (passed list.files function). pattern_R1 pattern filter R1 files (default \"R1\") pattern_R2 pattern filter R2 files (default \"R2\") nb_files number fastq files list (default FALSE) cmd_is_run (logical, default TRUE) cutadapt command run. set FALSE, effect function return list command manually run terminal. args_before_cutadapt (String) one line bash command run run cutadapt. examples, \"source ~/miniconda3/etc/profile.d/conda.sh && conda activate cutadaptenv &&\" allow bypass conda init asks restart shell","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"list command ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"function mainly wrapper work others. Please cite cutadapt (doi:10.14806/ej.17.1.200 ).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"","code":"if (FALSE) { cutadapt_remove_primers(\"inst/extdata\", \"TTC\", \"GAA\",   folder_output = tempdir() )   cutadapt_remove_primers(   system.file(\"extdata\",     package = \"dada2\"   ),   pattern_R1 = \"F.fastq.gz\",   pattern_R2 = \"R.fastq.gz\",   primer_fw = \"TTC\",   primer_rev = \"GAA\",   folder_output = tempdir() )  cutadapt_remove_primers(   system.file(\"extdata\",     package = \"dada2\"   ),   pattern_R1 = \"F.fastq.gz\",   primer_fw = \"TTC\",   folder_output = tempdir(),   cmd_is_run = FALSE )   unlink(tempdir(), recursive = TRUE) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi.html","id":null,"dir":"Reference","previous_headings":"","what":"Fungal OTU in phyloseq format — data_fungi","title":"Fungal OTU in phyloseq format — data_fungi","text":"Fungal OTU phyloseq format","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fungal OTU in phyloseq format — data_fungi","text":"","code":"data(data_fungi)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Fungal OTU in phyloseq format — data_fungi","text":"physeq object containing 1420 taxa references sequences described 14 taxonomic ranks 185 samples described 7 sample variables: X: name fastq-file Sample_names: names ... samples Treename: name tree Sample_id: identifier sample Height: height sample tree Diameter: diameter trunk Time: time since dead tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_mini.html","id":null,"dir":"Reference","previous_headings":"","what":"Fungal OTU in phyloseq format — data_fungi_mini","title":"Fungal OTU in phyloseq format — data_fungi_mini","text":"subset data_fungi dataset including Basidiomycota 5000 sequences.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_mini.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fungal OTU in phyloseq format — data_fungi_mini","text":"","code":"data(data_fungi_mini)  data(data_fungi_mini)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_mini.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Fungal OTU in phyloseq format — data_fungi_mini","text":"physeq object containing 45 taxa references sequences described 14 taxonomic ranks 137 samples described 7 sample variables: X: name fastq-file Sample_names: names ... samples Treename: name tree Sample_id: identifier sample Height: height sample tree Diameter: diameter trunk Time: time since dead tree physeq object containing 45 taxa references sequences described 14 taxonomic ranks 137 samples described 7 sample variables: X: name fastq-file Sample_names: names ... samples Treename: name tree Sample_id: identifier sample Height: height sample tree Diameter: diameter trunk Time: time since dead tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_mini.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Fungal OTU in phyloseq format — data_fungi_mini","text":"Obtain using data_fungi_mini <- subset_taxa(data_fungi, Phylum == \"Basidiomycota\") data_fungi_mini <-   subset_taxa_pq(data_fungi_mini, colSums(data_fungi_mini@otu_table) > 5000)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_sp_known.html","id":null,"dir":"Reference","previous_headings":"","what":"Fungal OTU in phyloseq format — data_fungi_sp_known","title":"Fungal OTU in phyloseq format — data_fungi_sp_known","text":"subset data_fungi dataset including taxa information species level","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_sp_known.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fungal OTU in phyloseq format — data_fungi_sp_known","text":"","code":"data(data_fungi_sp_known)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_sp_known.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Fungal OTU in phyloseq format — data_fungi_sp_known","text":"physeq object containing 651 taxa references sequences described 14 taxonomic ranks 185 samples described 7 sample variables: X: name fastq-file Sample_names: names ... samples Treename: name tree Sample_id: identifier sample Height: height sample tree Diameter: diameter trunk Time: time since dead tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_sp_known.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Fungal OTU in phyloseq format — data_fungi_sp_known","text":"Obtain using data_fungi_sp_known <- subset_taxa(data_fungi, !.na(data_fungi@tax_table[,\"Species\"]))","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":null,"dir":"Reference","previous_headings":"","what":"Compute different functions for different class of vector. — diff_fct_diff_class","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"Mainly internal function useful \"sapply(..., tapply)\" methods","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"","code":"diff_fct_diff_class(   x,   numeric_fonction = mean,   logical_method = \"TRUE_if_one\",   character_method = \"unique_or_na\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"x : vector numeric_fonction : function numeric vector. ex. sum mean logical_method : method logical vector. One : TRUE_if_one (default) NA_if_not_all_TRUE FALSE_if_not_all_TRUE character_method : method character vector (factor). One : unique_or_na (default) more_frequent more_frequent_without_equality ... arguments passed numeric function (ex. na.rm=TRUE)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"single value","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"","code":"diff_fct_diff_class(   data_fungi@sam_data$Sample_id,   numeric_fonction = sum,   na.rm = TRUE ) #> [1] 17852 diff_fct_diff_class(   data_fungi@sam_data$Time,   numeric_fonction = mean,   na.rm = TRUE ) #> [1] 5.802469 diff_fct_diff_class(   data_fungi@sam_data$Height == \"Low\",   logical_method = \"TRUE_if_one\" ) #> [1] TRUE diff_fct_diff_class(   data_fungi@sam_data$Height == \"Low\",   logical_method = \"NA_if_not_all_TRUE\" ) #> [1] NA diff_fct_diff_class(   data_fungi@sam_data$Height == \"Low\",   logical_method = \"FALSE_if_not_all_TRUE\" ) #> [1] FALSE diff_fct_diff_class(   data_fungi@sam_data$Height,   character_method = \"unique_or_na\" ) #> [1] NA diff_fct_diff_class(   c(\"IE\", \"IE\"),   character_method = \"unique_or_na\" ) #> [1] \"IE\" diff_fct_diff_class(   c(\"IE\", \"IE\", \"TE\", \"TE\"),   character_method = \"more_frequent\" ) #> [1] \"IE\" diff_fct_diff_class(   c(\"IE\", \"IE\", \"TE\", \"TE\"),   character_method = \"more_frequent_without_equality\" ) #> [1] NA"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"","code":"dist_bycol(x, y, method = \"bray\", nperm = 99, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"x (required) first matrix. y (required) second matrix. method (default: 'bray') method use internally vegdist function. nperm (int) number permutations perform. ... Others argument vegan::vegdist function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"list length two : () vector observed distance ($obs) (ii) matrix distance randomization ($null)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"first column first matrix compare first column second matrix, second column first matrix compare second column second matrix .","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":null,"dir":"Reference","previous_headings":"","what":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"Compute distance among positive controls, .e. samples duplicated test variation, example () step sampling, (ii) step extraction, (iii) step sequencing.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"","code":"dist_pos_control(physeq, samples_names, method = \"bray\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"physeq (required): phyloseq-class object obtained using phyloseq package. samples_names (required) vector names samples positives controls samples name method (default: \"bray\") method calculate distance, parsed vegan::vegdist(). See ?vegdist list possible values.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"list two data-frames () distance among positive controls (ii) distance among samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"","code":"data(\"enterotype\") sam_name_factice <- gsub(\"TS1_V2\", \"TS10_V2\", sample_names(enterotype)) res_dist_cont <- dist_pos_control(enterotype, sam_name_factice) hist(unlist(res_dist_cont$distAllSamples)) abline(   v = mean(unlist(res_dist_cont$dist_controlontrolSamples), na.rm = TRUE),   col = \"red\", lwd = 3 )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Distribution of sequences across a factor for one taxa — distri_1_taxa","text":"","code":"distri_1_taxa(physeq, fact, taxa_name, digits = 2)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Distribution of sequences across a factor for one taxa — distri_1_taxa","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines taxa_name (required): name taxa digits (default = 2) integer indicating number decimal places used (see ?round information)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Distribution of sequences across a factor for one taxa — distri_1_taxa","text":"dataframe levels rows information column : number sequences taxa (nb_seq) number samples taxa (nb_samp) mean (mean_nb_seq) standard deviation (sd_nb_seq) nb_seq mean (mean_nb_seq_when_present) nb_seq excluding samples zero total number samples (nb_total_samp) proportion samples taxa","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Distribution of sequences across a factor for one taxa — distri_1_taxa","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Distribution of sequences across a factor for one taxa — distri_1_taxa","text":"","code":"distri_1_taxa(data_fungi, \"Height\", \"ASV2\") #> Taxa are now in rows. #> Cleaning suppress 0 taxa and 0 samples. #>        nb_seq nb_samp mean_nb_seq sd_nb_seq mean_nb_seq_when_present #> High    26876      28      655.51   2623.30                   959.86 #> Low     60925      29     1353.89   5075.12                  2100.86 #> Middle   4444      33       98.76    453.06                   134.67 #>        nb_total_samp prop_samp #> High              41      0.68 #> Low               45      0.64 #> Middle            45      0.73 distri_1_taxa(data_fungi, \"Time\", \"ASV81\", digits = 1) #> Taxa are now in rows. #> Cleaning suppress 0 taxa and 0 samples. #>    nb_seq nb_samp mean_nb_seq sd_nb_seq mean_nb_seq_when_present nb_total_samp #> 0    7387       5       110.3     896.8                   1477.4            67 #> 5      24       5         0.6       1.9                      4.8            38 #> 10     10       3         0.5       1.4                      3.3            21 #> 15      0       0         0.0       0.0                      NaN            36 #>    prop_samp #> 0        0.1 #> 5        0.1 #> 10       0.1 #> 15       0.0"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":null,"dir":"Reference","previous_headings":"","what":"Translates a factor into colors. — fac2col","title":"Translates a factor into colors. — fac2col","text":"Translates factor colors.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Translates a factor into colors. — fac2col","text":"","code":"fac2col(x, col.pal = funky_color, na.col = \"grey\", seed = NULL)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Translates a factor into colors. — fac2col","text":"x numeric vector (num2col) vector converted factor (fac2col). col.pal (default funky_color)    function generating colors according given palette. na.col (default grey) color used missing values (NAs) seed (default NULL) seed R's random number generated, used fix random permutation colors palette used; NULL, randomization used colors taken palette according ordering levels","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Translates a factor into colors. — fac2col","text":"color vector","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Translates a factor into colors. — fac2col","text":"Thibaut Jombart adegenet package","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_asv_blast.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Filter undesirable taxa using blast against a against a custom database. — filter_asv_blast","text":"","code":"filter_asv_blast(   physeq,   fasta_for_db = NULL,   database = NULL,   clean_pq = TRUE,   add_info_to_taxtable = TRUE,   id_filter = 90,   bit_score_filter = 50,   min_cover_filter = 50,   e_value_filter = 1e-30,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_asv_blast.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Filter undesirable taxa using blast against a against a custom database. — filter_asv_blast","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fasta_for_db path fasta file make blast database database path blast database clean_pq (logical) set TRUE, empty samples empty ASV discarded filtering. add_info_to_taxtable (logical, default TRUE) blast information added taxtable ? id_filter (default: 90) cut identity percent keep result bit_score_filter (default: 50) cut bit score keep result higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_filter (default: 50) cut query cover (%) keep result e_value_filter (default: 1e-30)  cut e-value (%) keep result BLAST E-value number expected hits similar quality (score) found just chance. ... Others options blast_pq() function. See ?blast_pq. Note params unique_per_seq must lft TRUE score_filter must left FALSE.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_asv_blast.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Filter undesirable taxa using blast against a against a custom database. — filter_asv_blast","text":"new phyloseq-class object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":null,"dir":"Reference","previous_headings":"","what":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"function filter trim (parameters passed dada2::filterAndTrim() function) forward sequences paired end sequence 'rev' parameter set. return list files subsequent analysis targets pipeline.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"","code":"filter_trim(   fw = NULL,   rev = NULL,   output_fw = paste(getwd(), \"/output/filterAndTrim_fwd\", sep = \"\"),   output_rev = paste(getwd(), \"/output/filterAndTrim_rev\", sep = \"\"),   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"fw (required) list forward fastq files rev list reverse fastq files paired end trimming output_fw Path output folder forward files. default, function create folder \"output/filterAndTrim_fwd\" current working directory. output_rev Path output folder reverse files. default, function create folder \"output/filterAndTrim_fwd\" current working directory. ... parameters passed dada2::filterAndTrim() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"list files. rev set, return list two lists. first list list forward files, second one list reverse files.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"","code":"testFastqs_fw <- c(   system.file(\"extdata\", \"sam1F.fastq.gz\", package = \"dada2\"),   system.file(\"extdata\", \"sam2F.fastq.gz\", package = \"dada2\") ) testFastqs_rev <- c(   system.file(\"extdata\", \"sam1R.fastq.gz\", package = \"dada2\"),   system.file(\"extdata\", \"sam2R.fastq.gz\", package = \"dada2\") )  filt_fastq_fw <- filter_trim(testFastqs_fw, output_fw = tempdir()) derep_fw <- derepFastq(filt_fastq_fw[1]) derep_fw #> $sam1F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 896 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  896 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  4 155 627 265 5 ... #>  #> $sam2F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 909 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  909 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  890 14 2 246 797 ... #>   filt_fastq_pe <- filter_trim(testFastqs_fw,   testFastqs_rev,   output_fw = tempdir(\"fw\"),   output_rev = tempdir(\"rev\") ) derep_fw_pe <- derepFastq(filt_fastq_pe[[1]]) derep_rv_pe <- derepFastq(filt_fastq_pe[[2]]) derep_fw_pe #> $sam1F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 896 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  896 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  4 155 627 265 5 ... #>  #> $sam1R.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 1373 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  1373 250 #>   Consensus quality scores: min=7, median=34, max=38 #> $map: Map from reads to unique sequences:  2 1029 664 983 156 ... #>  #> $sam2F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 909 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  909 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  890 14 2 246 797 ... #>  #> $sam2R.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 1401 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  1401 250 #>   Consensus quality scores: min=7, median=34, max=38 #> $map: Map from reads to unique sequences:  1353 1171 1059 947 293 ... #>  derep_rv_pe #> $sam1F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 896 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  896 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  4 155 627 265 5 ... #>  #> $sam1R.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 1373 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  1373 250 #>   Consensus quality scores: min=7, median=34, max=38 #> $map: Map from reads to unique sequences:  2 1029 664 983 156 ... #>  #> $sam2F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 909 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  909 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  890 14 2 246 797 ... #>  #> $sam2R.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 1401 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  1401 250 #>   Consensus quality scores: min=7, median=34, max=38 #> $map: Map from reads to unique sequences:  1353 1171 1059 947 293 ... #>"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"","code":"formattable_pq(   physeq,   modality,   taxonomic_levels = c(\"Phylum\", \"Order\", \"Family\", \"Genus\"),   min_nb_seq_taxa = 1000,   log10trans = FALSE,   void_style = FALSE,   lev_col_taxa = \"Phylum\",   arrange_by = \"nb_seq\",   descending_order = TRUE,   na_remove = TRUE,   formattable_args = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. modality (required) name column present @sam_data slot physeq object. Must character vector factor. taxonomic_levels (default = c(\"Phylum\", \"Order\", \"Family\", \"Genus\")) taxonomic levels (must present @sam_data slot) want see /used (example compute color) table. min_nb_seq_taxa (default = 1000) filter taxa less min_nb_seq_taxa sequences log10trans (logical, default TRUE) sequences count log10 transformed (using log10(x + 1) allow 0) void_style (logical, default FALSE) default style discard ? lev_col_taxa Taxonomic level used plot background color taxa names arrange_by column used sort table. Can take values NULL, \"proportion_samp\", \"nb_seq\" (default), , \"nb_sam\" \"OTU\", column names levels modality taxonomic levels descending_order (logical, default TRUE) use descending order sort table (arrange_by NULL) ? na_remove (logical, default TRUE) TRUE remove samples NA split_by variable physeq@sam_data slot formattable_args args formattable function. See examples formattable::formattable()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"datatable","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"function mainly wrapper work others. Please make reference formattable::formattable() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"","code":"if (requireNamespace(\"formattable\")) {   ## Distribution of the nb of sequences per OTU across Height   ##   modality (nb of sequences are log-transformed).   ## Only OTU with more than 10000 sequences are taking into account   ## The Phylum column is discarded   formattable_pq(     data_fungi,     \"Height\",     min_nb_seq_taxa = 10000,     formattable_args = list(\"Phylum\" = FALSE),     log10trans = TRUE   )    ## Distribution of the nb of samples per OTU across Height modality   ## Only OTU  present in more than 50 samples are taking into account   formattable_pq(     as_binary_otu_table(data_fungi),     \"Height\",     min_nb_seq_taxa = 50,     formattable_args = list(\"nb_seq\" = FALSE),   )    ## Distribution of the nb of sequences per OTU across Time modality   ##  arranged by Family Name in ascending order.   ## Only OTU with more than 10000 sequences are taking into account   ## The Phylum column is discarded   formattable_pq(     data_fungi,     \"Time\",     min_nb_seq_taxa = 10000,     taxonomic_levels = c(\"Order\", \"Family\", \"Genus\", \"Species\"),     formattable_args = list(       Order = FALSE,       Species = formatter(         \"span\",         style = x ~ style(           \"font-style\" = \"italic\",           `color` = ifelse(is.na(x), \"white\", \"grey\")         )       )     ),     arrange_by = \"Family\",     descending_order = FALSE   )    ## Distribution of the nb of sequences per OTU across Height modality   ##  (nb of sequences are log-transformed).   ## OTU name background is light gray for Basidiomycota   ##  and dark grey otherwise (Ascomycota)   ## A different color is defined for each modality level   formattable_pq(     data_fungi,     \"Height\",     taxonomic_levels = c(\"Phylum\", \"Family\", \"Genus\"),     void_style = TRUE,     formattable_args = list(       OTU = formatter(         \"span\",         style = ~ style(           \"display\" = \"block\",           `border-radius` = \"5px\",           `background-color` = ifelse(Phylum == \"Basidiomycota\", transp(\"gray\"), \"gray\")         ),         `padding-right` = \"2px\"       ),       High = formatter(         \"span\",         style = x ~ style(           \"font-size\" = \"80%\",           \"display\" = \"inline-block\",           direction = \"rtl\",           `border-radius` = \"0px\",           `padding-right` = \"2px\",           `background-color` = csscolor(gradient(             as.numeric(x), transp(\"#1a91ff\"), \"#1a91ff\"           )),           width = percent(proportion(as.numeric(x), na.rm = TRUE))         )       ),       Low = formatter(         \"span\",         style = x ~ style(           \"font-size\" = \"80%\",           \"display\" = \"inline-block\",           direction = \"rtl\",           `border-radius` = \"0px\",           `padding-right` = \"2px\",           `background-color` = csscolor(gradient(as.numeric(x), transp(\"green\"), \"green\")),           width = percent(proportion(as.numeric(x), na.rm = TRUE))         )       ),       Middle = formatter(         \"span\",         style = x ~ style(           \"font-size\" = \"80%\",           \"display\" = \"inline-block\",           direction = \"rtl\",           `border-radius` = \"0px\",           `padding-right` = \"2px\",           `background-color` = csscolor(gradient(             as.numeric(x), transp(\"orange\"), \"orange\"           )),           width = percent(proportion(as.numeric(x), na.rm = TRUE))         )       )     )   ) } #> Loading required namespace: formattable #> 54 samples were discarded due to NA in variable modality #> Cleaning suppress 0 taxa (  ) and 22 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / BG7-010-H_S31_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / D9-027-B_S83_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DJ2-008-H_S88_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / J18-004-B_S114_MERGED.fastq.gz / J18-004-H_S115_MERGED.fastq.gz / J18-004-M_S116_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-H_S166_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1400 #> Number of kept ASV 20 #> Number of kept samples 109 #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(OTU)` #> 54 samples were discarded due to NA in variable modality #> Cleaning suppress 0 taxa (  ) and 35 sample(s) ( B18-006-B_S19_MERGED.fastq.gz / BE9-006-B_S27_MERGED.fastq.gz / BE9-006-H_S28_MERGED.fastq.gz / BE9-006-M_S29_MERGED.fastq.gz / BG7-010-B_S30_MERGED.fastq.gz / BG7-010-H_S31_MERGED.fastq.gz / BL7-006-B_S36_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / CB8-019-B_S69_MERGED.fastq.gz / CB8-019-H_S70_MERGED.fastq.gz / CB8-019-M_S71_MERGED.fastq.gz / D9-027-B_S83_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DJ2-008-H_S88_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / J18-004-B_S114_MERGED.fastq.gz / J18-004-H_S115_MERGED.fastq.gz / J18-004-M_S116_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / N23-002-M_S132_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-B_S158_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / T28-ABM602-B_S162_MERGED.fastq.gz / W26-001-H_S166_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / W9-025-M_S169_MERGED.fastq.gz / Y29-007-B_S181_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1417 #> Number of kept ASV 3 #> Number of kept samples 96 #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(OTU)` #> 23 samples were discarded due to NA in variable modality #> Cleaning suppress 0 taxa (  ) and 14 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1390 #> Number of kept ASV 30 #> Number of kept samples 148 #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(OTU)` #> Error in formatter(\"span\", style = x ~ style(`font-style` = \"italic\",     color = ifelse(is.na(x), \"white\", \"grey\"))): could not find function \"formatter\""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":null,"dir":"Reference","previous_headings":"","what":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"original function documentation written Brendan Furneaux FUNGuildR package. functions identical behavior supplied database; however download database corresponding name default. Taxa present database matched taxa present supplied otu_table exact name. case multiple matches, lowest (specific) rank chosen. attempt made check correct classification otu_table$Taxonomy.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"","code":"funguild_assign(   otu_table,   db_funguild = get_funguild_db(),   tax_col = \"Taxonomy\" )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"otu_table data.frame character column named \"Taxonomy\" (another name specified tax_col), well columns. entry \"otu_table$Taxonomy\" comma-, colon-, underscore-, semicolon-delimited classification organism. Rank indicators given Sintax (\"k:\", \"p:\"...) Unite (\"k__, \"p__\", ...) also allowed. character vector, representing taxonomic classification, also accepted. db_funguild data.frame representing FUNGuild returned get_funguild_db() supplied, default database downloaded. tax_col character string, optionally giving alternate column name otu_table use instead otu_table$Taxonomy.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"tibble::tibble containing columns otu_table, plus relevant columns information FUNGuild","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"Nguyen NH, Song Z, Bates ST, Branco S, Tedersoo L, Menke J, Schilling JS, Kennedy PG. 2016. FUNGuild: open annotation tool parsing fungal community datasets ecological guild. Fungal Ecology 20:241-248.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"Brendan Furneaux (orcid: 0000-0003-3522-7363), modified Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":null,"dir":"Reference","previous_headings":"","what":"Funky palette color — funky_color","title":"Funky palette color — funky_color","text":"Funky palette color","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Funky palette color — funky_color","text":"","code":"funky_color(n)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Funky palette color — funky_color","text":"n number colors","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Funky palette color — funky_color","text":"color palette","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Funky palette color — funky_color","text":"Thibaut Jombart adegenet package","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_file_extension.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get the extension of a file — get_file_extension","text":"","code":"get_file_extension(file_path)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_file_extension.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get the extension of a file — get_file_extension","text":"file_path (required): path file","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_file_extension.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get the extension of a file — get_file_extension","text":" phyloseq-class object simplified taxonomy","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_file_extension.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Get the extension of a file — get_file_extension","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":null,"dir":"Reference","previous_headings":"","what":"Retrieve the FUNGuild database — get_funguild_db","title":"Retrieve the FUNGuild database — get_funguild_db","text":"original function documentation written Brendan Furneaux FUNGuildR package. Please cite publication.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Retrieve the FUNGuild database — get_funguild_db","text":"","code":"get_funguild_db(db_url = \"http://www.stbates.org/funguild_db_2.php\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Retrieve the FUNGuild database — get_funguild_db","text":"db_url length 1 character string giving URL retrieve database ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Retrieve the FUNGuild database — get_funguild_db","text":"tibble::tibble containing database, can passed db argument funguild_assign()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Retrieve the FUNGuild database — get_funguild_db","text":"Nguyen NH, Song Z, Bates ST, Branco S, Tedersoo L, Menke J, Schilling JS, Kennedy PG. 2016. FUNGuild: open annotation tool parsing fungal community datasets ecological guild. Fungal Ecology 20:241-248.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Retrieve the FUNGuild database — get_funguild_db","text":"Brendan Furneaux (orcid: 0000-0003-3522-7363), modified Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"Note contrary hill_pq(), function take account difference number sequences per samples/modalities. may use rarefy_by_sample = TRUE mean number sequences per samples differs among modalities. Basically wrapper function ggstatsplot::ggbetweenstats() object class phyloseq","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"","code":"ggbetween_pq(physeq, fact, one_plot = FALSE, rarefy_by_sample = FALSE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): variable test. Must present sam_data slot physeq object. one_plot (logical, default FALSE) TRUE, return unique plot three plot inside using patchwork package. rarefy_by_sample (logical, default FALSE) TRUE, rarefy samples using phyloseq::rarefy_even_depth() function ... arguments passed ggstatsplot::ggbetweenstats() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"Either unique ggplot2 object (one_plot TRUE) list 3 ggplot2 plot: plot_Hill_0 : ggbetweenstats Hill number 0 (= species richness) variable fact plot_Hill_1 : ggbetweenstats Hill number 1 (= Shannon index) variable fact plot_Hill_2 : ggbetweenstats Hill number 2 (= Simpson index) variable fact","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"function mainly wrapper work others. Please make reference ggstatsplot::ggbetweenstats() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"ggstatsplot\")) {   p <- ggbetween_pq(data_fungi, fact = \"Time\", p.adjust.method = \"BH\")   p[[1]]   ggbetween_pq(data_fungi, fact = \"Height\", one_plot = TRUE)   ggbetween_pq(data_fungi, fact = \"Height\", one_plot = TRUE, rarefy_by_sample = TRUE) } #> Cleaning suppress 0 taxa and 0 samples. #> Warning: The mean number of sequences per samples vary across modalities of the variable 'Time' You should use rarefy_by_sample = TRUE or try hill_pq() with correction_for_sample_size = TRUE #> Cleaning suppress 0 taxa and 0 samples. #> Cleaning suppress 0 taxa and 0 samples. #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 1025OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Cleaning suppress 0 taxa and 0 samples. #> All modality were undoubtedly rarefy in the physeq object. #> Warning: no non-missing arguments to min; returning Inf #> Warning: no non-missing arguments to max; returning -Inf #> Warning: no non-missing arguments to min; returning Inf #> Warning: no non-missing arguments to max; returning -Inf #> Warning: no non-missing arguments to min; returning Inf #> Warning: no non-missing arguments to max; returning -Inf  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"Note can use ggplot2 function customize plot ex. + scale_fill_distiller(palette = \"BuPu\", direction = 1) + scale_x_continuous(expand = expansion(mult = 0.5)). See examples.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"","code":"ggvenn_pq(   physeq = NULL,   fact = NULL,   min_nb_seq = 0,   taxonomic_rank = NULL,   split_by = NULL,   add_nb_samples = TRUE,   add_nb_seq = FALSE,   rarefy_before_merging = FALSE,   rarefy_after_merging = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. min_nb_seq minimum number sequences OTUs samples take count OTUs sample. example, min_nb_seq=2,value 2 less OTU table count venn diagram taxonomic_rank Name (number) taxonomic rank count. set Null (default) number OTUs counted. split_by Split multiple plot using variable split_by. name variable must present sam_data slot physeq object. add_nb_samples (logical, default TRUE) Add number samples levels names add_nb_seq (logical, default FALSE) Add number sequences levels names rarefy_before_merging Rarefy sample merging modalities args fact. Use phyloseq::rarefy_even_depth() function rarefy_after_merging Rarefy sample merging modalities args fact. ... arguments ggVennDiagram::ggVennDiagram function ex. category.names.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"ggplot2 plot representing Venn diagram modalities argument factor split_by set list plots.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"","code":"if (requireNamespace(\"ggVennDiagram\")) {   ggvenn_pq(data_fungi, fact = \"Height\") }  # \\donttest{ if (requireNamespace(\"ggVennDiagram\")) {   ggvenn_pq(data_fungi, fact = \"Height\") +     ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1)   pl <- ggvenn_pq(data_fungi, fact = \"Height\", split_by = \"Time\")   for (i in 1:length(pl)) {     p <- pl[[i]] +       scale_fill_distiller(palette = \"BuPu\", direction = 1) +       theme(plot.title = element_text(hjust = 0.5, size = 22))     print(p)   }    data_fungi2 <- subset_samples(data_fungi, data_fungi@sam_data$Tree_name == \"A10-005\" |     data_fungi@sam_data$Height %in% c(\"Low\", \"High\"))   ggvenn_pq(data_fungi2, fact = \"Height\")    ggvenn_pq(data_fungi, fact = \"Height\", add_nb_seq = TRUE, set_size = 4)   ggvenn_pq(data_fungi, fact = \"Height\", rarefy_before_merging = TRUE)   ggvenn_pq(data_fungi, fact = \"Height\", rarefy_after_merging = TRUE) +     scale_x_continuous(expand = expansion(mult = 0.5)) } #> Two modalities differ greatly (more than x2) in their number of sequences (159635 vs 53355). You may be interested by the parameter rarefy_after_merging    #> Two modalities differ greatly (more than x2) in their number of sequences (432919 vs 3961). You may be interested by the parameter rarefy_after_merging #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 1015OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Cleaning suppress 0 taxa and 0 samples. #> Warning: `group` has missing values; corresponding samples will be dropped #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 160OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Cleaning suppress 0 taxa and 0 samples.   # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"wrapper phyloseqGraphTest::graph_perm_test() quick plot important statistics","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"","code":"graph_test_pq(   physeq,   fact,   merge_sample_by = NULL,   nperm = 999,   return_plot = TRUE,   title = \"Graph Test\",   na_remove = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor cluster samples modalities. Need physeq@sam_data. factor two levels. merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data nperm (int) number permutations perform. return_plot (logical) return result test plot result? title title Graph. na_remove (logical, default FALSE) set TRUE, remove samples NA variables set formula. ... params passed phyloseqGraphTest::graph_perm_test() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"ggplot2 plot subtitle indicating pvalue number permutations","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"function mainly wrapper work others. Please cite phyloseqGraphTest package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"phyloseqGraphTest\")) {   data(enterotype)   graph_test_pq(enterotype, fact = \"SeqTech\")   graph_test_pq(enterotype, fact = \"Enterotype\", na_remove = TRUE) } #> 9 were discarded due to NA in variables present in formula.  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"Note number ASV store name n_obs number sequences name nb_sequences","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"","code":"heat_tree_pq(physeq, taxonomic_level = NULL, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. taxonomic_level (default: NULL): vector selected taxonomic level using column numbers (e.g. taxonomic_level = 1:7) ... Arguments passed heat_tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"metacoder\")) {   data(\"GlobalPatterns\", package = \"phyloseq\")    GPsubset <- subset_taxa(     GlobalPatterns,     GlobalPatterns@tax_table[, 1] == \"Bacteria\"   )    GPsubset <- subset_taxa(     GPsubset,     rowSums(GPsubset@otu_table) > 5000   )    GPsubset <- subset_taxa(     GPsubset,     rowSums(is.na(GPsubset@tax_table)) == 0   )    heat_tree_pq(GPsubset,     node_size = n_obs,     node_color = n_obs,     node_label = taxon_names,     tree_label = taxon_names,     node_size_trans = \"log10 area\"   )    heat_tree_pq(GPsubset,     node_size = nb_sequences,     node_color = n_obs,     node_label = taxon_names,     tree_label = taxon_names,     node_size_trans = \"log10 area\"   ) } #> Loading required namespace: metacoder #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Error in eval(e, x, parent.frame()): object 'GPsubset' not found # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"Hill numbers number equiprobable species giving diversity value observed distribution. Hill number 0 correspond Species richness), Hill number 1 exponential Shannon Index Hill number 2 inverse Simpson Index) Note (correction_for_sample_size TRUE, default behavior) function use sqrt read numbers linear model order correct uneven sampling depth. correction done tuckey HSD plot change hill number computed.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"","code":"hill_pq(   physeq,   fact = NULL,   variable = NULL,   color_fac = NA,   letters = FALSE,   add_points = FALSE,   add_info = TRUE,   one_plot = FALSE,   plot_with_tuckey = TRUE,   correction_for_sample_size = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): variable test. Must present sam_data slot physeq object. variable : Alias factor. Kept backward compatibility. color_fac (optional): variable color barplot letters (optional, default=FALSE): set TRUE, plot show letters based p-values comparison. Use multcompLetters function package multcompLetters. BROKEN moment. Note na values variable param need removed (see examples) use letters. add_points (logical): add jitter point boxplot add_info (logical, default TRUE) add subtitle information number samples per modality ? one_plot (logical, default FALSE) TRUE, return unique plot four plot inside using patchwork package. Note letters one_plot TRUE, tuckey HSD results discarded unique plot. case, use one_plot = FALSE see tuckey HSD results fourth plot resulting list. plot_with_tuckey (logical, default TRUE). one_plot set TRUE letters FALSE, allow discard tuckey plot part plot_with_tuckey = FALSE correction_for_sample_size (logical, default TRUE) function use sqrt read numbers linear model order correct uneven sampling depth Tuckey TEST. params change value Hill number test associated values (including pvalues). rarefy samples, may use function phyloseq::rarefy_even_depth().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"Either unique ggplot2 object (one_plot TRUE) list 4 ggplot2 plot: plot_Hill_0 : boxplot Hill number 0 (= species richness) variable plot_Hill_1 : boxplot Hill number 1 (= Shannon index) variable plot_Hill_2 : boxplot Hill number 2 (= Simpson index) variable plot_tuckey : plot result Tuckey HSD test","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"","code":"p <- hill_pq(data_fungi_mini, \"Height\") #> Cleaning suppress 0 taxa and 0 samples. p_h1 <- p[[1]] + theme(legend.position = \"none\") p_h2 <- p[[2]] + theme(legend.position = \"none\") p_h3 <- p[[3]] + theme(legend.position = \"none\") multiplot(plotlist = list(p_h1, p_h2, p_h3, p[[4]]), cols = 4)   # \\donttest{ if (requireNamespace(\"multcompView\")) {   # Artificially modify data_fungi to force alpha-diversity effect   data_fungi_modif <- clean_pq(subset_samples_pq(data_fungi, !is.na(data_fungi@sam_data$Height)))   data_fungi_modif@otu_table[data_fungi_modif@sam_data$Height == \"High\", ] <-     data_fungi_modif@otu_table[data_fungi_modif@sam_data$Height == \"High\", ] +     sample(c(rep(0, ntaxa(data_fungi_modif) / 2), rep(100, ntaxa(data_fungi_modif) / 2)))   p2 <- hill_pq(data_fungi_modif, \"Height\", letters = TRUE) } #> Cleaning suppress 144 taxa and 0 samples. #> Taxa are now in rows. #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(Height)` #> Joining with `by = join_by(Height)` #> Joining with `by = join_by(Height)` # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"Note , default, function use sqrt read numbers linear model order correct uneven sampling depth.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"","code":"hill_tuckey_pq(   physeq,   modality,   silent = TRUE,   correction_for_sample_size = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. modality (required) variable test silent (logical) TRUE, message printing. correction_for_sample_size (logical, default TRUE) function use sqrt read numbers linear model order correct uneven sampling depth.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"ggplot2 object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GlobalPatterns@sam_data[, \"Soil_logical\"] <-   ifelse(GlobalPatterns@sam_data[, \"SampleType\"] == \"Soil\", \"Soil\", \"Not Soil\") hill_tuckey_pq(GlobalPatterns, \"Soil_logical\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"","code":"iNEXT_pq(physeq, merge_sample_by = NULL, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. merge_sample_by (default: NULL) NULL samples physeq merged using vector set merge_sample_by. merging used merge_samples2(). case biplot_pq() must factor two levels . ... arguments iNEXT::iNEXT() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"see iNEXT::iNEXT() documentation","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"Adrien Taudière function mainly wrapper work others. Please make reference iNEXT::iNEXT() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"iNEXT\")) {   data(\"GlobalPatterns\", package = \"phyloseq\")   GPsubset <- subset_taxa(     GlobalPatterns,     GlobalPatterns@tax_table[, 1] == \"Bacteria\"   )   GPsubset <- subset_taxa(     GPsubset,     rowSums(GPsubset@otu_table) > 20000   )   GPsubset <- subset_taxa(     GPsubset,     rowSums(is.na(GPsubset@tax_table)) == 0   )   GPsubset@sam_data$human <- GPsubset@sam_data$SampleType %in%     c(\"Skin\", \"Feces\", \"Tong\")   res_iNEXT <- iNEXT_pq(     GPsubset,     merge_sample_by = \"human\",     q = 1,     datatype = \"abundance\",     nboot = 2   )   iNEXT::ggiNEXT(res_iNEXT)   iNEXT::ggiNEXT(res_iNEXT, type = 2)   iNEXT::ggiNEXT(res_iNEXT, type = 3) } #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Error in eval(e, x, parent.frame()): object 'GPsubset' not found # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/install_pkg_needed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Install a package if not present — install_pkg_needed","text":"","code":"install_pkg_needed(   pkg,   use_pak = TRUE,   bioconductor_pkg = FALSE,   github_pkg = FALSE,   verbose = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/install_pkg_needed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Install a package if not present — install_pkg_needed","text":"pkg name package use_pak (logical, default TRUE) Use pak::pkg_install(). FALSE use base install.package() function function BiocManager::install() bioconductor_pkg true function bioconductor_pkg (logical, default FALSE). use_pak TRUE, nothing, else use BiocManager::install() install package. github_pkg (logical, default FALSE). use_pak TRUE, nothing, else use devtools::install_github install package. verbose (logical, default FALSE) function print message?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/install_pkg_needed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Install a package if not present — install_pkg_needed","text":"Nothing","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/install_pkg_needed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Install a package if not present — install_pkg_needed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if cutadapt is installed. — is_cutadapt_installed","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"","code":"is_cutadapt_installed(   args_before_cutadapt =     \"source ~/miniconda3/etc/profile.d/conda.sh && conda activate cutadaptenv && \" )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"args_before_cutadapt : (String) one line bash command run run cutadapt. examples, \"source ~/miniconda3/etc/profile.d/conda.sh && conda activate cutadaptenv &&\" allow bypass conda init asks restart shell","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"logical say cutadapt install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"","code":"MiscMetabar::is_cutadapt_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if falco is installed. — is_falco_installed","title":"Test if falco is installed. — is_falco_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if falco is installed. — is_falco_installed","text":"","code":"is_falco_installed(path = \"falco\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if falco is installed. — is_falco_installed","text":"path (default: falco) Path falco","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if falco is installed. — is_falco_installed","text":"logical say falco install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if falco is installed. — is_falco_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if falco is installed. — is_falco_installed","text":"","code":"MiscMetabar::is_falco_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if krona is installed. — is_krona_installed","title":"Test if krona is installed. — is_krona_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if krona is installed. — is_krona_installed","text":"","code":"is_krona_installed(path = \"ktImportKrona\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if krona is installed. — is_krona_installed","text":"path (default: krona) Path krona","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if krona is installed. — is_krona_installed","text":"logical say krona install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if krona is installed. — is_krona_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if krona is installed. — is_krona_installed","text":"","code":"MiscMetabar::is_krona_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if mumu is installed. — is_mumu_installed","title":"Test if mumu is installed. — is_mumu_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if mumu is installed. — is_mumu_installed","text":"","code":"is_mumu_installed(path = \"mumu\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if mumu is installed. — is_mumu_installed","text":"path (default: mumu) Path mumu","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if mumu is installed. — is_mumu_installed","text":"logical say mumu install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if mumu is installed. — is_mumu_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if mumu is installed. — is_mumu_installed","text":"","code":"MiscMetabar::is_mumu_installed() #> Warning: running command 'mumu 2>&1' had status 1 #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if swarm is installed. — is_swarm_installed","title":"Test if swarm is installed. — is_swarm_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if swarm is installed. — is_swarm_installed","text":"","code":"is_swarm_installed(path = \"swarm\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if swarm is installed. — is_swarm_installed","text":"path (default: swarm) Path falco","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if swarm is installed. — is_swarm_installed","text":"logical say swarm install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if swarm is installed. — is_swarm_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if swarm is installed. — is_swarm_installed","text":"","code":"MiscMetabar::is_swarm_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if vsearch is installed. — is_vsearch_installed","title":"Test if vsearch is installed. — is_vsearch_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if vsearch is installed. — is_vsearch_installed","text":"","code":"is_vsearch_installed(path = \"vsearch\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if vsearch is installed. — is_vsearch_installed","text":"path (default: vsearch) Path vsearch","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if vsearch is installed. — is_vsearch_installed","text":"logical say vsearch install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if vsearch is installed. — is_vsearch_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if vsearch is installed. — is_vsearch_installed","text":"","code":"MiscMetabar::is_vsearch_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":null,"dir":"Reference","previous_headings":"","what":"Make Krona files using KronaTools. — krona","title":"Make Krona files using KronaTools. — krona","text":"Need installation kronatools computer (installation instruction).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Make Krona files using KronaTools. — krona","text":"","code":"krona(   physeq,   file = \"krona.html\",   nb_seq = TRUE,   ranks = \"All\",   add_unassigned_rank = 0,   name = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Make Krona files using KronaTools. — krona","text":"physeq (required): phyloseq-class object obtained using phyloseq package. file (required) location html file save nb_seq (logical) true, Krona set distribution sequences taxonomy. False, Krona set distribution ASVs taxonomy. ranks Number taxonomic ranks plot (num column tax_table slot physeq object). Default setting plot ranks (argument ''). add_unassigned_rank (int) Add unassigned rank inferior 'add_unassigned_rank' necessary. name name intermediary files, Useful name krona result files merging using merge_krona()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Make Krona files using KronaTools. — krona","text":"html file","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Make Krona files using KronaTools. — krona","text":"function mainly wrapper work others. Please cite Krona use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Make Krona files using KronaTools. — krona","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Make Krona files using KronaTools. — krona","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GA <- subset_taxa(GlobalPatterns, Phylum == \"Acidobacteria\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ if (FALSE) { krona(GA, \"Number.of.sequences.html\") krona(GA, \"Number.of.ASVs.html\", nb_seq = FALSE) merge_krona(c(\"Number.of.sequences.html\", \"Number.of.ASVs.html\")) }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List fastq files — list_fastq_files","text":"","code":"list_fastq_files(   path,   paired_end = TRUE,   pattern = \"fastq\",   pattern_R1 = \"_R1_\",   pattern_R2 = \"_R2_\",   nb_files = Inf )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"List fastq files — list_fastq_files","text":"path path files (required) paired_end paired_end files? (default TRUE) pattern pattern filter files (passed list.files function). pattern_R1 pattern filter R1 files (default \"R1\") pattern_R2 pattern filter R2 files (default \"R2\") nb_files number fastq files list (default FALSE)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List fastq files — list_fastq_files","text":"list one (single end) two (paired end) list files files sorted names (default behavior list.files())","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"List fastq files — list_fastq_files","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List fastq files — list_fastq_files","text":"","code":"list_fastq_files(\"extdata\") #> $fnfs #> character(0) #>  #> $fnrs #> character(0) #>  list_fastq_files(\"extdata\", paired_end = FALSE, pattern_R1 = \"\") #> $fnfs #> character(0) #>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":null,"dir":"Reference","previous_headings":"","what":"Post Clustering Curation of Amplicon Data. — lulu","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"original function documentation written Tobias Guldberg Frøslev lulu package. algorithm lulu consumes OTU table matchlist, evaluates cooccurence 'daughters' (potential analytical artefacts) 'parents' (~= real biological species/OTUs). algorithm requires OTU table (species/site matrix), match list. OTU table can made various r-packages (e.g. DADA2) external pipelines (VSEARCH, USEARCH, QIIME, etc.), match-list can made external bioinformatic tools like VSEARCH, USEARCH, BLASTN another algorithm pair-wise sequence matching.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"","code":"lulu(   otu_table,   matchlist,   minimum_ratio_type = \"min\",   minimum_ratio = 1,   minimum_match = 84,   minimum_relative_cooccurence = 0.95,   progress_bar = TRUE,   log_conserved = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"otu_table data.frame OTU table sites/samples columns OTUs (unique OTU id's) rows, observations read counts. matchlist data.frame containing three columns: (1) OTU id potential child, (2) OTU id potential parent, (3) match - % identiti sequences potential parent potential child OTUs. NB: matchlist product mapping OTU sequences . currently carried external script e.g. Blastn VSEARCH, prior running lulu! minimum_ratio_type sets whether potential error must lower abundance parent samples min (default), error just needs lower abundance average avg. Choosing lower abundance average globally lower abundance greatly increase number designated errors. option introduced make possible account non-sufficiently clustered intraspecific variation, generally recommended, also increase potential cluster well-separated, co-occuring, sequence similar species. minimum_ratio sets minimim abundance ratio potential error potential parent identified error. minimum_ratio_type set min (default), minimum_ratio applies lowest observed ration across samples.  minimum_ratio_type set avg (default), minimum_ratio applies mean observed ration across samples.avg. (default 1). minimum_match minimum threshold sequence similarity considering OTU error another can set (default 84%). minimum_relative_cooccurence minimum co-occurrence rate, .e. lower rate occurrence potential error explained co-occurrence potential parent considering error state. progress_bar (Logical, default TRUE) print progress calculation . log_conserved (Logical, default FALSE) conserved log files writed disk","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"Function lulu returns list results based input OTU table match list. curated_table - curated OTU table daughters merged matching parents. curated_count - number curated (parent) OTUs. curated_otus - ids OTUs accepted valid OTUs. discarded_count - number discarded (merged parent) OTUs. discarded_otus - ids OTUs identified errors (daughters) merged respective parents. runtime - time used script. minimum_match - id threshold (minimum match \\ user). minimum_relative_cooccurence - minimum ratio daughter-occurences explained co-occurence parent (set user). otu_map - information daughters mapped parents. original_table - original OTU table. matchlist product mapping OTU sequences . currently carried external script e.g. BLASTN VSEARCH, prior running lulu! Producing match list requires file OTU sequences (centroids) - e.g. OTUcentroids.fasta. matchlist can produced mapping OTUs external algorithm like VSEARCH BLASTN. VSEARCH matchlist can produced e.g. following command: vsearch --usearch_global OTUcentroids.fasta --db OTUcentroids.fasta --strand plus --self --id .80 --iddef 1 --userout matchlist.txt --userfields query+target+id --maxaccepts 0 --query_cov .9 --maxhits 10. BLASTN matchlist can produces e.g. following commands. First produce blast-database fasta file: makeblastdb -OTUcentroids.fasta -parse_seqids -dbtype nucl, match centroids database: blastn -db OTUcentoids.fasta -num_threads 10 -outfmt'6 qseqid sseqid pident' -matchlist.txt -qcov_hsp_perc .90 -perc_identity .84 -query OTUcentroids.fasta","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"Please cite lulu original paper: https://www.nature.com/articles/s41467-017-01312-x","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"Tobias Guldberg Frøslev (orcid: 0000-0002-3530-013X), modified Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Lulu reclustering of class physeq — lulu_pq","title":"Lulu reclustering of class physeq — lulu_pq","text":"See https://www.nature.com/articles/s41467-017-01312-x information method.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Lulu reclustering of class physeq — lulu_pq","text":"","code":"lulu_pq(   physeq,   nproc = 1,   id = 0.84,   vsearchpath = \"vsearch\",   verbose = FALSE,   clean_pq = FALSE,   keep_temporary_files = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Lulu reclustering of class physeq — lulu_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. nproc (default 1) Set number cpus/processors use clustering id (default: 0.84) id --usearch_global. vsearchpath (default: vsearch) path vsearch. verbose (logical) true, print additional messages. clean_pq (logical) true, empty samples empty ASV discarded clustering. keep_temporary_files (logical, default: FALSE) keep temporary files ... Others args function lulu()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Lulu reclustering of class physeq — lulu_pq","text":"list object \"new_physeq\": new phyloseq object (class physeq) \"discrepancy_vector\": vector discrepancy showing taxonomic level proportion identic value lulu reclustering. value 0.6 stands 60% ASV re-clustering identical value re-clustering. word, 40% ASV assigned different taxonomic value. NA value counted discrepancy. \"res_lulu\": list result lulu function \"merged_ASV\": data.frame used merged ASV","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Lulu reclustering of class physeq — lulu_pq","text":"version LULU fork Adrien Taudière (https://github.com/adrientaudiere/lulu) https://github.com/tobiasgf/lulu","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Lulu reclustering of class physeq — lulu_pq","text":"LULU : https://github.com/adrientaudiere/lulu forked https://github.com/tobiasgf/lulu. VSEARCH can downloaded https://github.com/torognes/vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Lulu reclustering of class physeq — lulu_pq","text":"Tobias Guldberg Frøslev tobiasgf@snm.ku.dk & Adrien Taudière adrien.taudiere@zaclys.net","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Lulu reclustering of class physeq — lulu_pq","text":"","code":"# \\donttest{ lulu_pq(data_fungi_sp_known) #> Start Vsearch usearch_global #> Lulu algorithm #>    |                                                           |                                                  |   0% #>  #> ####processing: ASV2 #####4 #>  #> ---hits: ASV375 #> ---hits: ASV541 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV962 #> ---hits: ASV1247 #> ---hits: ASV11024 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV8 #####4 #>  #> ---hits: ASV18 #> ---hits: ASV666 #> ---hits: ASV170 #> ---hits: ASV493 #> ---hits: ASV831 #> ---hits: ASV261 #> ---hits: ASV474 #> ---hits: ASV209 #> ---hits: ASV94 #> ---hits: ASV6364 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV509 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV724 #> ---hits: ASV11984 #>  #> ---potential parent: ASV6624 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5740740740740744 #>  #> No parent found! #> 4 #>    |                                                           |                                                  |   1% #>  #> ####processing: ASV662 #####4 #>  #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1198 #> ---hits: ASV1518 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV14274 #>  #> ---potential parent: ASV5094 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.5740740740740744 #>  #> No parent found! #> 4 #>  #> ####processing: ASV38 #####4 #>  #> ---hits: ASV466 #> ---hits: ASV989 #> ---hits: ASV853 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV749 #####4 #>  #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1427 #> ---hits: ASV1518 #> ---hits: ASV14104 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV6624 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.510638297872344 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5319148936170214 #>  #> No parent found! #> 4 #>    |                                                           |=                                                 |   1% #>  #> ####processing: ASV60 #####4 #>  #> ---hits: ASV984 #> ---hits: ASV113 #> ---hits: ASV796 #> ---hits: ASV1020 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV1011 #> ---hits: ASV1036 #> ---hits: ASV10664 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV505 #####4 #>  #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV6624 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.7380952380952384 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5952380952380954 #>  #> No parent found! #> 4 #>  #> ####processing: ASV28 #####4 #>  #> ---hits: ASV367 #> ---hits: ASV1376 #> ---hits: ASV1024 #> ---hits: ASV1375 #> ---hits: ASV7734 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=                                                 |   2% #>  #> ####processing: ASV724 #####4 #>  #> ---hits: ASV505 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV420 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1198 #> ---hits: ASV1518 #> ---hits: ASV859 #> ---hits: ASV14104 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV5054 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.9254 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5754 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV758 #####4 #>  #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV884 #> ---hits: ASV14104 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV7244 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8421052631578954 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.6578947368421054 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6315789473684214 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.7894736842105264 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1198 #####4 #>  #> ---hits: ASV662 #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV14274 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV7244 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8157894736842114 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.6315789473684214 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.7368421052631584 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.7368421052631584 #>  #> No parent found! #> 4 #>  #> ####processing: ASV420 #####4 #>  #> ---hits: ASV1427 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1410 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV724 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV11984 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8378378378378384 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.4864864864864874 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.5405405405405414 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.7027027027027034 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.5675675675675684 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1128 #####4 #>  #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV724 #> ---hits: ASV859 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1198 #> ---hits: ASV14274 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV4204 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.9444444444444444 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6111111111111114 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.7777777777777784 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6111111111111114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV641 #####4 #>  #> ---hits: ASV790 #> ---hits: ASV884 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV14274 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV4204 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.6285714285714294 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6285714285714294 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV859 #####4 #>  #> ---hits: ASV1427 #> ---hits: ASV420 #> ---hits: ASV724 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1128 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV11284 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8857142857142864 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.7428571428571434 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8857142857142864 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6571428571428574 #>  #> ------checking: ASV11284 #>  #> ------relative cooccurence: 0.6857142857142864 #>  #> No parent found! #> 4 #>    |                                                           |=                                                 |   3% #>  #> ####processing: ASV12 #####4 #>  #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV378 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV1562 #> ---hits: ASV1230 #> ---hits: ASV746 #> ---hits: ASV537 #> ---hits: ASV650 #> ---hits: ASV1030 #> ---hits: ASV1200 #> ---hits: ASV15584 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV18 #####4 #>  #> ---hits: ASV831 #> ---hits: ASV8 #> ---hits: ASV474 #> ---hits: ASV666 #> ---hits: ASV170 #> ---hits: ASV261 #> ---hits: ASV493 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV6364 #>  #> ---potential parent: ASV84 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 0.969696969696974 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> No parent found! #> 4 #>    |                                                           |==                                                |   3% #>  #> ####processing: ASV172 #####4 #>  #> ---hits: ASV963 #> ---hits: ASV981 #> ---hits: ASV715 #> ---hits: ASV1369 #> ---hits: ASV7374 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV139 #####4 #>  #> ---hits: ASV244 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV744 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV461 #> ---hits: ASV10554 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV329 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==                                                |   4% #>  #> ####processing: ASV244 #####4 #>  #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV744 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV4614 #>  #> ---potential parent: ASV1394 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.9354838709677424 #>  #> No parent found! #> 4 #>  #> ####processing: ASV756 #####4 #>  #> ---hits: ASV904 #> ---hits: ASV1035 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV1007 #> ---hits: ASV1192 #> ---hits: ASV1359 #> ---hits: ASV828 #> ---hits: ASV12244 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV884 #####4 #>  #> ---hits: ASV641 #> ---hits: ASV790 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV14274 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV420 #> ---potential parent: ASV6414 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8666666666666674 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6333333333333334 #>  #> ------checking: ASV6414 #>  #> ------relative cooccurence: 0.9666666666666674 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV43 #####4 #>  #> ---hits: ASV201 #> ---hits: ASV507 #> ---hits: ASV542 #> ---hits: ASV999 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV11174 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV52 #####4 #>  #> ---hits: ASV159 #> ---hits: ASV880 #> ---hits: ASV1276 #> ---hits: ASV10704 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV94 #####4 #>  #> ---hits: ASV209 #> ---hits: ASV636 #> ---hits: ASV261 #> ---hits: ASV493 #> ---hits: ASV170 #> ---hits: ASV474 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV18 #> ---hits: ASV84 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV184 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 0.965517241379314 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 0.8965517241379314 #>  #> No parent found! #> 4 #>  #> ####processing: ASV546 #####4 #>  #> ---hits: ASV727 #> ---hits: ASV569 #> ---hits: ASV1396 #> ---hits: ASV1233 #> ---hits: ASV1125 #> ---hits: ASV13114 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==                                                |   5% #>  #> ####processing: ASV790 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV641 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV7244 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV420 #> ---potential parent: ASV641 #> ---potential parent: ASV10524 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8620689655172414 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5862068965517244 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6206896551724144 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8275862068965524 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6206896551724144 #>  #> ------checking: ASV6414 #>  #> ------relative cooccurence: 0.965517241379314 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV10524 #>  #> ------relative cooccurence: 0.8275862068965524 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1052 #####4 #>  #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV7904 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.9310344827586214 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5862068965517244 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.7241379310344834 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8620689655172414 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.6551724137931034 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6551724137931034 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.8275862068965524 #>  #> No parent found! #> 4 #>  #> ####processing: ASV666 #####4 #>  #> ---hits: ASV831 #> ---hits: ASV8 #> ---hits: ASV18 #> ---hits: ASV170 #> ---hits: ASV493 #> ---hits: ASV261 #> ---hits: ASV474 #> ---hits: ASV209 #> ---hits: ASV94 #> ---hits: ASV6364 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV944 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 7.54 #>  which is OK!4 #>  #> SETTING ASV666 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV184 #>  #> ------checking: ASV944 #>    |                                                           |===                                               |   5% #>  #> ####processing: ASV727 #####4 #>  #> ---hits: ASV546 #> ---hits: ASV569 #> ---hits: ASV1396 #> ---hits: ASV1233 #> ---hits: ASV1125 #> ---hits: ASV13114 #>  #> ---potential parent: ASV5464 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.8928571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1427 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV859 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1410 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV7244 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV420 #> ---potential parent: ASV859 #> ---potential parent: ASV790 #> ---potential parent: ASV10524 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.9285714285714294 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.6785714285714294 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6785714285714294 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.9285714285714294 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6785714285714294 #>  #> ------checking: ASV8594 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.7857142857142864 #>  #> ------checking: ASV10524 #>  #> ------relative cooccurence: 0.7857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV113 #####4 #>  #> ---hits: ASV415 #> ---hits: ASV60 #> ---hits: ASV1380 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1066 #> ---hits: ASV1290 #> ---hits: ASV1020 #> ---hits: ASV1011 #> ---hits: ASV10364 #>  #> ---potential parent: ASV604 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> No parent found! #> 4 #>    |                                                           |===                                               |   6% #>  #> ####processing: ASV170 #####4 #>  #> ---hits: ASV474 #> ---hits: ASV8 #> ---hits: ASV209 #> ---hits: ASV18 #> ---hits: ASV666 #> ---hits: ASV94 #> ---hits: ASV493 #> ---hits: ASV831 #> ---hits: ASV636 #> ---hits: ASV2614 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV2614 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 0.9629629629629634 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 0.8148148148148154 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.9259259259259264 #>  #> ------checking: ASV6664 #>  #> ------relative cooccurence: 0.7037037037037044 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.8148148148148154 #>  #> No parent found! #> 4 #>  #> ####processing: ASV261 #####4 #>  #> ---hits: ASV493 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV18 #> ---hits: ASV8 #> ---hits: ASV636 #> ---hits: ASV831 #> ---hits: ASV666 #> ---hits: ASV170 #> ---hits: ASV4744 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV1704 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.05970149253731344 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 0.9629629629629634 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.9259259259259264 #>  #> ------checking: ASV6664 #>  #> ------relative cooccurence: 0.7037037037037044 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.8148148148148154 #>  #> No parent found! #> 4 #>  #> ####processing: ASV772 #####4 #>  #> ---hits: ASV1409 #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV832 #> ---hits: ASV693 #> ---hits: ASV1458 #> ---hits: ASV1200 #> ---hits: ASV1332 #> ---hits: ASV1303 #> ---hits: ASV10304 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV845 #####4 #>  #> ---hits: ASV884 #> ---hits: ASV641 #> ---hits: ASV505 #> ---hits: ASV1198 #> ---hits: ASV420 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1410 #> ---hits: ASV1518 #> ---hits: ASV7244 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV641 #> ---potential parent: ASV884 #> ---potential parent: ASV7904 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8518518518518524 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8148148148148154 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.5925925925925934 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.629629629629634 #>  #> ------checking: ASV6414 #>  #> ------relative cooccurence: 0.9629629629629634 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV8844 #>  #> ------relative cooccurence: 0.8888888888888894 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.9259259259259264 #>  #> No parent found! #> 4 #>  #> ####processing: ASV159 #####4 #>  #> ---hits: ASV52 #> ---hits: ASV880 #> ---hits: ASV1276 #> ---hits: ASV10704 #>  #> ---potential parent: ASV524 #>  #> ------checking: ASV524 #>  #> ------relative cooccurence: 0.9615384615384624 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV559 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV586 #####4 #>  #> ---hits: ASV1295 #> ---hits: ASV15764 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===                                               |   7% #>  #> ####processing: ASV1192 #####4 #>  #> ---hits: ASV1074 #> ---hits: ASV1278 #> ---hits: ASV906 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV828 #> ---hits: ASV1224 #> ---hits: ASV1319 #> ---hits: ASV756 #> ---hits: ASV9504 #>  #> ---potential parent: ASV7564 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> No parent found! #> 4 #>  #> ####processing: ASV19 #####4 #>  #> ---hits: ASV333 #> ---hits: ASV178 #> ---hits: ASV594 #> ---hits: ASV1131 #> ---hits: ASV1010 #> ---hits: ASV858 #> ---hits: ASV1467 #> ---hits: ASV1271 #> ---hits: ASV1078 #> ---hits: ASV9864 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV69 #####4 #>  #> ---hits: ASV405 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |====                                              |   7% #>  #> ####processing: ASV89 #####4 #>  #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV313 #> ---hits: ASV1101 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1058 #> ---hits: ASV1459 #> ---hits: ASV1548 #> ---hits: ASV9264 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV784 #####4 #>  #> ---hits: ASV1315 #> ---hits: ASV1421 #> ---hits: ASV13034 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV989 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV816 #> ---hits: ASV466 #> ---hits: ASV853 #> ---hits: ASV975 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1526 #> ---hits: ASV6534 #>  #> ---potential parent: ASV384 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 6.333333333333334 #>  which is OK!4 #>  #> SETTING ASV989 to be an ERROR of ASV38 #> 4 #>    |                                                           |====                                              |   8% #>  #> ####processing: ASV209 #####4 #>  #> ---hits: ASV94 #> ---hits: ASV493 #> ---hits: ASV170 #> ---hits: ASV636 #> ---hits: ASV261 #> ---hits: ASV348 #> ---hits: ASV8 #> ---hits: ASV474 #> ---hits: ASV1365 #> ---hits: ASV6664 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV170 #> ---potential parent: ASV2614 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.44 #>  which is OK!4 #>  #> SETTING ASV209 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV944 #>  #> ------checking: ASV6664 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ####processing: ASV428 #####4 #>  #> ---hits: ASV697 #> ---hits: ASV1259 #> ---hits: ASV756 #> ---hits: ASV552 #> ---hits: ASV904 #> ---hits: ASV1468 #> ---hits: ASV671 #> ---hits: ASV1035 #> ---hits: ASV1278 #> ---hits: ASV10744 #>  #> ---potential parent: ASV7564 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV904 #####4 #>  #> ---hits: ASV756 #> ---hits: ASV1035 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV828 #> ---hits: ASV950 #> ---hits: ASV1007 #> ---hits: ASV1192 #> ---hits: ASV13594 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV11924 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.7391304347826094 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.2608695652173914 #>  #> No parent found! #> 4 #>  #> ####processing: ASV906 #####4 #>  #> ---hits: ASV1074 #> ---hits: ASV1278 #> ---hits: ASV828 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV1192 #> ---hits: ASV1319 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV12244 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV11924 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.5909090909090914 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.6363636363636364 #>  #> No parent found! #> 4 #>  #> ####processing: ASV65 #####4 #>  #> ---hits: ASV322 #> ---hits: ASV3654 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV255 #####4 #>  #> ---hits: ASV854 #> ---hits: ASV5704 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV693 #####4 #>  #> ---hits: ASV1409 #> ---hits: ASV772 #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV832 #> ---hits: ASV1458 #> ---hits: ASV1303 #> ---hits: ASV1200 #> ---hits: ASV1454 #> ---hits: ASV13324 #>  #> ---potential parent: ASV7724 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |====                                              |   9% #>  #> ####processing: ASV816 #####4 #>  #> ---hits: ASV989 #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV975 #> ---hits: ASV853 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV653 #> ---hits: ASV14534 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV9894 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.7619047619047624 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1074 #####4 #>  #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV1359 #> ---hits: ASV1007 #> ---hits: ASV1192 #> ---hits: ASV1224 #> ---hits: ASV828 #> ---hits: ASV756 #> ---hits: ASV1319 #> ---hits: ASV9504 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV9064 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.3809523809523814 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.5238095238095244 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.5238095238095244 #>  #> No parent found! #> 4 #>  #> ####processing: ASV24 #####4 #>  #> ---hits: ASV736 #> ---hits: ASV266 #> ---hits: ASV979 #> ---hits: ASV731 #> ---hits: ASV986 #> ---hits: ASV1271 #> ---hits: ASV858 #> ---hits: ASV1010 #> ---hits: ASV19 #> ---hits: ASV3334 #>  #> ---potential parent: ASV194 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 0.554 #>  #> No parent found! #> 4 #>    |                                                           |=====                                             |   9% #>  #> ####processing: ASV474 #####4 #>  #> ---hits: ASV170 #> ---hits: ASV18 #> ---hits: ASV831 #> ---hits: ASV8 #> ---hits: ASV94 #> ---hits: ASV636 #> ---hits: ASV209 #> ---hits: ASV666 #> ---hits: ASV261 #> ---hits: ASV4934 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV2094 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 0.954 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.676363636363644 #>  which is OK!4 #>  #> SETTING ASV474 to be an ERROR of ASV94 #> 4 #>  #> ------checking: ASV6664 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ####processing: ASV178 #####4 #>  #> ---hits: ASV1131 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV594 #> ---hits: ASV1467 #> ---hits: ASV1078 #> ---hits: ASV1010 #> ---hits: ASV858 #> ---hits: ASV1271 #> ---hits: ASV9864 #>  #> ---potential parent: ASV194 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 0.9473684210526324 #>  #> No parent found! #> 4 #>  #> ####processing: ASV266 #####4 #>  #> ---hits: ASV24 #> ---hits: ASV731 #> ---hits: ASV736 #> ---hits: ASV979 #> ---hits: ASV986 #> ---hits: ASV1271 #> ---hits: ASV858 #> ---hits: ASV1010 #> ---hits: ASV178 #> ---hits: ASV14674 #>  #> ---potential parent: ASV24 #> ---potential parent: ASV1784 #>  #> ------checking: ASV244 #>  #> ------relative cooccurence: 0.8421052631578954 #>  #> ------checking: ASV1784 #>  #> ------relative cooccurence: 0.3684210526315794 #>  #> No parent found! #> 4 #>    |                                                           |=====                                             |  10% #>  #> ####processing: ASV348 #####4 #>  #> ---hits: ASV1365 #> ---hits: ASV209 #> ---hits: ASV94 #> ---hits: ASV493 #> ---hits: ASV170 #> ---hits: ASV636 #> ---hits: ASV261 #> ---hits: ASV1182 #> ---hits: ASV8 #> ---hits: ASV264 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV2094 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 4.061776061776064 #>  which is OK!4 #>  #> SETTING ASV348 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV944 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ####processing: ASV461 #####4 #>  #> ---hits: ASV139 #> ---hits: ASV244 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV1268 #> ---hits: ASV419 #> ---hits: ASV766 #> ---hits: ASV744 #> ---hits: ASV10554 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV2444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.5789473684210534 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.5789473684210534 #>  #> No parent found! #> 4 #>  #> ####processing: ASV631 #####4 #>  #> ---hits: ASV1934 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV828 #####4 #>  #> ---hits: ASV1319 #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV1192 #> ---hits: ASV950 #> ---hits: ASV1224 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV10744 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4210526315789474 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.5789473684210534 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.2631578947368424 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.3157894736842114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV248 #####4 #>  #> ---hits: ASV404 #> ---hits: ASV377 #> ---hits: ASV488 #> ---hits: ASV840 #> ---hits: ASV440 #> ---hits: ASV545 #> ---hits: ASV730 #> ---hits: ASV943 #> ---hits: ASV6154 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV310 #####4 #>  #> ---hits: ASV543 #> ---hits: ASV685 #> ---hits: ASV199 #> ---hits: ASV692 #> ---hits: ASV10374 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV357 #####4 #>  #> ---hits: ASV626 #> ---hits: ASV8354 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=====                                             |  11% #>  #> ####processing: ASV831 #####4 #>  #> ---hits: ASV18 #> ---hits: ASV666 #> ---hits: ASV8 #> ---hits: ASV474 #> ---hits: ASV170 #> ---hits: ASV261 #> ---hits: ASV493 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV6364 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV4744 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2068965517241384 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 34 #>  which is OK!4 #>  #> SETTING ASV831 to be an ERROR of ASV18 #> 4 #>  #> ------checking: ASV944 #>  #> ------checking: ASV6664 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ------checking: ASV4744 #>  #> ####processing: ASV1315 #####4 #>  #> ---hits: ASV784 #> ---hits: ASV1421 #> ---hits: ASV1303 #> ---hits: ASV12304 #>  #> ---potential parent: ASV7844 #>  #> ------checking: ASV7844 #>  #> ------relative cooccurence: 0.9444444444444444 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1409 #####4 #>  #> ---hits: ASV772 #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV832 #> ---hits: ASV693 #> ---hits: ASV1332 #> ---hits: ASV1200 #> ---hits: ASV1458 #> ---hits: ASV1303 #> ---hits: ASV15584 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV6934 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.6111111111111114 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.3888888888888894 #>  #> No parent found! #> 4 #>    |                                                           |======                                            |  11% #>  #> ####processing: ASV1428 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV81 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV959 #> ---hits: ASV383 #> ---hits: ASV1053 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV151 #####4 #>  #> ---hits: ASV355 #> ---hits: ASV8344 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |======                                            |  12% #>  #> ####processing: ASV358 #####4 #>  #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV966 #> ---hits: ASV930 #> ---hits: ASV914 #> ---hits: ASV833 #> ---hits: ASV2214 #>  #> ---potential parent: ASV694 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.9411764705882354 #>  #> No parent found! #> 4 #>  #> ####processing: ASV368 #####4 #>  #> ---hits: ASV292 #> ---hits: ASV443 #> ---hits: ASV566 #> ---hits: ASV961 #> ---hits: ASV98 #> ---hits: ASV1111 #> ---hits: ASV1176 #> ---hits: ASV7854 #>  #> ---potential parent: ASV4434 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 0.8235294117647064 #>  #> No parent found! #> 4 #>  #> ####processing: ASV443 #####4 #>  #> ---hits: ASV368 #> ---hits: ASV1111 #> ---hits: ASV1176 #> ---hits: ASV785 #> ---hits: ASV292 #> ---hits: ASV566 #> ---hits: ASV98 #> ---hits: ASV9614 #>  #> ---potential parent: ASV3684 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.8235294117647064 #>  #> No parent found! #> 4 #>  #> ####processing: ASV493 #####4 #>  #> ---hits: ASV261 #> ---hits: ASV209 #> ---hits: ASV8 #> ---hits: ASV94 #> ---hits: ASV666 #> ---hits: ASV18 #> ---hits: ASV170 #> ---hits: ASV636 #> ---hits: ASV348 #> ---hits: ASV8314 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV348 #> ---potential parent: ASV8314 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 17.68702290076344 #>  which is OK!4 #>  #> SETTING ASV493 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV184 #>  #> ------checking: ASV944 #>  #> ------checking: ASV6664 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ------checking: ASV3484 #>  #> ------checking: ASV8314 #>  #> ####processing: ASV771 #####4 #>  #> ---hits: ASV748 #> ---hits: ASV171 #> ---hits: ASV7534 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV880 #####4 #>  #> ---hits: ASV159 #> ---hits: ASV52 #> ---hits: ASV1276 #> ---hits: ASV10704 #>  #> ---potential parent: ASV52 #> ---potential parent: ASV1594 #>  #> ------checking: ASV524 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV1594 #>  #> ------relative cooccurence: 0.9411764705882354 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1004 #####4 #>  #> ---hits: ASV1213 #> ---hits: ASV14044 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |======                                            |  13% #>  #> ####processing: ASV1007 #####4 #>  #> ---hits: ASV1359 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1224 #> ---hits: ASV828 #> ---hits: ASV1192 #> ---hits: ASV1035 #> ---hits: ASV950 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV8284 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.5294117647058824 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.4705882352941184 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.6470588235294124 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.5294117647058824 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.2941176470588244 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1063 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1108 #####4 #>  #> ---hits: ASV1332 #> ---hits: ASV7464 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=======                                           |  13% #>  #> ####processing: ASV1421 #####4 #>  #> ---hits: ASV784 #> ---hits: ASV1315 #> ---hits: ASV1303 #> ---hits: ASV693 #> ---hits: ASV1230 #> ---hits: ASV15584 #>  #> ---potential parent: ASV784 #> ---potential parent: ASV693 #> ---potential parent: ASV13154 #>  #> ------checking: ASV7844 #>  #> ------relative cooccurence: 0.4705882352941184 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.2352941176470594 #>  #> ------checking: ASV13154 #>  #> ------relative cooccurence: 0.2941176470588244 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1674 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV25 #####4 #>  #> ---hits: ASV68 #> ---hits: ASV77 #> ---hits: ASV424 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=======                                           |  14% #>  #> ####processing: ASV853 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV989 #> ---hits: ASV1337 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV8164 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 114 #>  which is OK!4 #>  #> SETTING ASV853 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV8164 #>  #> ####processing: ASV1022 #####4 #>  #> ---hits: ASV1493 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV926 #> ---hits: ASV1663 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV729 #> ---hits: ASV9174 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1036 #####4 #>  #> ---hits: ASV1020 #> ---hits: ASV1603 #> ---hits: ASV60 #> ---hits: ASV796 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV984 #> ---hits: ASV1380 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV1134 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.31254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1278 #####4 #>  #> ---hits: ASV1359 #> ---hits: ASV1074 #> ---hits: ASV1224 #> ---hits: ASV906 #> ---hits: ASV1007 #> ---hits: ASV828 #> ---hits: ASV1192 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV13194 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV10074 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.56254 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.43754 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.31254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1483 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV313 #####4 #>  #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV89 #> ---hits: ASV1101 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1459 #> ---hits: ASV1058 #> ---hits: ASV1548 #> ---hits: ASV9264 #>  #> ---potential parent: ASV894 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 0.8666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV542 #####4 #>  #> ---hits: ASV507 #> ---hits: ASV201 #> ---hits: ASV999 #> ---hits: ASV43 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV3414 #>  #> ---potential parent: ASV434 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>    |                                                           |=======                                           |  15% #>  #> ####processing: ASV556 #####4 #>  #> ---hits: ASV797 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV9304 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.9333333333333334 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV927 #####4 #>  #> ---hits: ASV1125 #> ---hits: ASV1143 #> ---hits: ASV1311 #> ---hits: ASV1396 #> ---hits: ASV12334 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV930 #####4 #>  #> ---hits: ASV914 #> ---hits: ASV966 #> ---hits: ASV358 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV833 #> ---hits: ASV2794 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV5564 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.2666666666666674 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>    |                                                           |========                                          |  15% #>  #> ####processing: ASV1020 #####4 #>  #> ---hits: ASV1036 #> ---hits: ASV60 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1603 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV10364 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.5333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV87 #####4 #>  #> ---hits: ASV215 #> ---hits: ASV1228 #> ---hits: ASV4974 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV171 #####4 #>  #> ---hits: ASV753 #> ---hits: ASV771 #> ---hits: ASV7484 #>  #> ---potential parent: ASV7714 #>  #> ------checking: ASV7714 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>    |                                                           |========                                          |  16% #>  #> ####processing: ASV175 #####4 #>  #> ---hits: ASV694 #> ---hits: ASV46 #> ---hits: ASV162 #> ---hits: ASV7524 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV404 #####4 #>  #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV840 #> ---hits: ASV545 #> ---hits: ASV730 #> ---hits: ASV488 #> ---hits: ASV440 #> ---hits: ASV943 #> ---hits: ASV6154 #>  #> ---potential parent: ASV2484 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.7857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV504 #####4 #>  #> ---hits: ASV860 #> ---hits: ASV832 #> ---hits: ASV772 #> ---hits: ASV1409 #> ---hits: ASV693 #> ---hits: ASV1200 #> ---hits: ASV1332 #> ---hits: ASV1458 #> ---hits: ASV650 #> ---hits: ASV13034 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV13324 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.3571428571428574 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV507 #####4 #>  #> ---hits: ASV542 #> ---hits: ASV999 #> ---hits: ASV43 #> ---hits: ASV201 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV11174 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV5424 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 0.3571428571428574 #>  #> ------checking: ASV5424 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>  #> ####processing: ASV618 #####4 #>  #> ---hits: ASV953 #> ---hits: ASV346 #> ---hits: ASV592 #> ---hits: ASV1261 #> ---hits: ASV780 #> ---hits: ASV906 #> ---hits: ASV651 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV1484 #>  #> ---potential parent: ASV9064 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3571428571428574 #>  #> No parent found! #> 4 #>  #> ####processing: ASV626 #####4 #>  #> ---hits: ASV357 #> ---hits: ASV8354 #>  #> ---potential parent: ASV3574 #>  #> ------checking: ASV3574 #>  #> ------relative cooccurence: 0.9285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1230 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV746 #> ---hits: ASV1332 #> ---hits: ASV378 #> ---hits: ASV1458 #> ---hits: ASV1562 #> ---hits: ASV650 #> ---hits: ASV1030 #> ---hits: ASV1454 #> ---hits: ASV15584 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV13324 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>    |                                                           |========                                          |  17% #>  #> ####processing: ASV1332 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV746 #> ---hits: ASV378 #> ---hits: ASV1562 #> ---hits: ASV1200 #> ---hits: ASV1458 #> ---hits: ASV650 #> ---hits: ASV1230 #> ---hits: ASV1454 #> ---hits: ASV8604 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV12304 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1365 #####4 #>  #> ---hits: ASV348 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV636 #> ---hits: ASV261 #> ---hits: ASV493 #> ---hits: ASV1182 #> ---hits: ASV170 #> ---hits: ASV26 #> ---hits: ASV4744 #>  #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV4934 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.7857142857142864 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.6428571428571434 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV2094 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV4744 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV3484 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV4934 #>  #> ------relative cooccurence: 0.3571428571428574 #>  #> No parent found! #> 4 #>  #> ####processing: ASV26 #####4 #>  #> ---hits: ASV1182 #> ---hits: ASV1553 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV261 #> ---hits: ASV636 #> ---hits: ASV474 #> ---hits: ASV1704 #>  #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV13654 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV2094 #>  #> ------relative cooccurence: 0.07692307692307694 #>  #> ------checking: ASV4744 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV3484 #>  #> ------relative cooccurence: 0.07692307692307694 #>  #> ------checking: ASV13654 #>  #> ------relative cooccurence: 0.07692307692307694 #>  #> No parent found! #> 4 #>    |                                                           |=========                                         |  17% #>  #> ####processing: ASV55 #####4 #>  #> ---hits: ASV1453 #> ---hits: ASV500 #> ---hits: ASV254 #> ---hits: ASV564 #> ---hits: ASV579 #> ---hits: ASV1526 #> ---hits: ASV653 #> ---hits: ASV1495 #> ---hits: ASV12914 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV98 #####4 #>  #> ---hits: ASV566 #> ---hits: ASV961 #> ---hits: ASV292 #> ---hits: ASV368 #> ---hits: ASV443 #> ---hits: ASV785 #> ---hits: ASV1111 #> ---hits: ASV11764 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV4434 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.8461538461538464 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.002686858817782124 #>  #> No parent found! #> 4 #>  #> ####processing: ASV107 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV124 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> No parent found! #> 4 #>    |                                                           |=========                                         |  18% #>  #> ####processing: ASV137 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV760 #> ---hits: ASV711 #> ---hits: ASV996 #> ---hits: ASV1381 #> ---hits: ASV1067 #> ---hits: ASV726 #> ---hits: ASV1167 #> ---hits: ASV1484 #> ---hits: ASV9404 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV286 #####4 #>  #> ---hits: ASV6654 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV339 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV764 #> ---hits: ASV81 #> ---hits: ASV383 #> ---hits: ASV1053 #> ---hits: ASV959 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV814 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> No parent found! #> 4 #>  #> ####processing: ASV355 #####4 #>  #> ---hits: ASV151 #> ---hits: ASV8344 #>  #> ---potential parent: ASV1514 #>  #> ------checking: ASV1514 #>  #> ------relative cooccurence: 0.7692307692307694 #>  #> No parent found! #> 4 #>  #> ####processing: ASV563 #####4 #>  #> ---hits: ASV431 #> ---hits: ASV617 #> ---hits: ASV1420 #> ---hits: ASV530 #> ---hits: ASV632 #> ---hits: ASV673 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV627 #> ---hits: ASV6604 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV746 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV1230 #> ---hits: ASV1558 #> ---hits: ASV378 #> ---hits: ASV1200 #> ---hits: ASV1030 #> ---hits: ASV1562 #> ---hits: ASV1454 #> ---hits: ASV14584 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV1230 #> ---potential parent: ASV13324 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.3076923076923084 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.07692307692307694 #>  #> No parent found! #> 4 #>  #> ####processing: ASV766 #####4 #>  #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV744 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV6144 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV2444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.9230769230769234 #>  #> No parent found! #> 4 #>    |                                                           |=========                                         |  19% #>  #> ####processing: ASV832 #####4 #>  #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV772 #> ---hits: ASV1409 #> ---hits: ASV693 #> ---hits: ASV1200 #> ---hits: ASV1332 #> ---hits: ASV1458 #> ---hits: ASV1303 #> ---hits: ASV15584 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV504 #> ---potential parent: ASV13324 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.3076923076923084 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV5044 #>  #> ------relative cooccurence: 0.8461538461538464 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV926 #####4 #>  #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV1663 #> ---hits: ASV1493 #> ---hits: ASV1022 #> ---hits: ASV917 #> ---hits: ASV399 #> ---hits: ASV344 #> ---hits: ASV7224 #>  #> ---potential parent: ASV10224 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.8461538461538464 #>  #> No parent found! #> 4 #>  #> ####processing: ASV994 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==========                                        |  19% #>  #> ####processing: ASV999 #####4 #>  #> ---hits: ASV507 #> ---hits: ASV542 #> ---hits: ASV43 #> ---hits: ASV201 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV667 #> ---hits: ASV1117 #> ---hits: ASV341 #> ---hits: ASV7334 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV5074 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 0.3846153846153854 #>  #> ------checking: ASV5424 #>  #> ------relative cooccurence: 0.8461538461538464 #>  #> ------checking: ASV5074 #>  #> ------relative cooccurence: 0.3076923076923084 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1224 #####4 #>  #> ---hits: ASV1278 #> ---hits: ASV1359 #> ---hits: ASV1074 #> ---hits: ASV1007 #> ---hits: ASV906 #> ---hits: ASV1192 #> ---hits: ASV828 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV13194 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV13594 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1359 #####4 #>  #> ---hits: ASV1278 #> ---hits: ASV1007 #> ---hits: ASV1224 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV828 #> ---hits: ASV1192 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV13194 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV12244 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.3846153846153854 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.3076923076923084 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.3846153846153854 #>  #> ------checking: ASV12244 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> No parent found! #> 4 #>    |                                                           |==========                                        |  20% #>  #> ####processing: ASV1462 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV29 #####4 #>  #> ---hits: ASV633 #> ---hits: ASV294 #> ---hits: ASV16654 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV292 #####4 #>  #> ---hits: ASV368 #> ---hits: ASV98 #> ---hits: ASV961 #> ---hits: ASV443 #> ---hits: ASV566 #> ---hits: ASV1111 #> ---hits: ASV1176 #> ---hits: ASV7854 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV984 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 0.9166666666666674 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV346 #####4 #>  #> ---hits: ASV592 #> ---hits: ASV1261 #> ---hits: ASV618 #> ---hits: ASV953 #> ---hits: ASV780 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV148 #> ---hits: ASV92 #> ---hits: ASV9064 #>  #> ---potential parent: ASV906 #> ---potential parent: ASV618 #> ---potential parent: ASV5924 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV367 #####4 #>  #> ---hits: ASV28 #> ---hits: ASV1376 #> ---hits: ASV1024 #> ---hits: ASV1375 #> ---hits: ASV7734 #>  #> ---potential parent: ASV284 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 0.9166666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV377 #####4 #>  #> ---hits: ASV404 #> ---hits: ASV730 #> ---hits: ASV248 #> ---hits: ASV840 #> ---hits: ASV440 #> ---hits: ASV545 #> ---hits: ASV488 #> ---hits: ASV943 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV440 #> ---potential parent: ASV4884 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.5833333333333334 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV440 #####4 #>  #> ---hits: ASV730 #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV404 #> ---hits: ASV545 #> ---hits: ASV488 #> ---hits: ASV840 #> ---hits: ASV943 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV4884 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> No parent found! #> 4 #>    |                                                           |==========                                        |  21% #>  #> ####processing: ASV466 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV989 #> ---hits: ASV853 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV8534 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.416666666666674 #>  which is OK!4 #>  #> SETTING ASV466 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV8164 #>  #> ------checking: ASV8534 #>  #> ####processing: ASV477 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV488 #####4 #>  #> ---hits: ASV248 #> ---hits: ASV840 #> ---hits: ASV404 #> ---hits: ASV943 #> ---hits: ASV377 #> ---hits: ASV440 #> ---hits: ASV545 #> ---hits: ASV730 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV4404 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> No parent found! #> 4 #>    |                                                           |===========                                       |  21% #>  #> ####processing: ASV517 #####4 #>  #> ---hits: ASV1379 #> ---hits: ASV7104 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV543 #####4 #>  #> ---hits: ASV199 #> ---hits: ASV692 #> ---hits: ASV310 #> ---hits: ASV685 #> ---hits: ASV10374 #>  #> ---potential parent: ASV3104 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 0.5833333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV576 #####4 #>  #> ---hits: ASV2 #> ---hits: ASV375 #> ---hits: ASV962 #> ---hits: ASV541 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV1247 #> ---hits: ASV11024 #>  #> ---potential parent: ASV24 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 20.31428571428574 #>  which is OK!4 #>  #> SETTING ASV576 to be an ERROR of ASV2 #> 4 #>    |                                                           |===========                                       |  22% #>  #> ####processing: ASV592 #####4 #>  #> ---hits: ASV346 #> ---hits: ASV1261 #> ---hits: ASV953 #> ---hits: ASV618 #> ---hits: ASV780 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV148 #> ---hits: ASV906 #> ---hits: ASV384 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV906 #> ---potential parent: ASV618 #> ---potential parent: ASV3464 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.5833333333333334 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV694 #####4 #>  #> ---hits: ASV175 #> ---hits: ASV46 #> ---hits: ASV162 #> ---hits: ASV7524 #>  #> ---potential parent: ASV1754 #>  #> ------checking: ASV1754 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> No parent found! #> 4 #>  #> ####processing: ASV717 #####4 #>  #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV926 #> ---hits: ASV1493 #> ---hits: ASV1663 #> ---hits: ASV1022 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV917 #> ---hits: ASV3444 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV1058 #> ---potential parent: ASV10594 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV787 #####4 #>  #> ---hits: ASV8754 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV797 #####4 #>  #> ---hits: ASV556 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV9304 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.9166666666666674 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.9166666666666674 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1030 #####4 #>  #> ---hits: ASV1558 #> ---hits: ASV1303 #> ---hits: ASV1458 #> ---hits: ASV1454 #> ---hits: ASV1562 #> ---hits: ASV537 #> ---hits: ASV746 #> ---hits: ASV1332 #> ---hits: ASV693 #> ---hits: ASV12304 #>  #> ---potential parent: ASV693 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV7464 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.08333333333333334 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.08333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1031 #####4 #>  #> ---hits: ASV1438 #> ---hits: ASV892 #> ---hits: ASV1239 #> ---hits: ASV1658 #> ---hits: ASV895 #> ---hits: ASV1510 #> ---hits: ASV1563 #> ---hits: ASV1471 #> ---hits: ASV1300 #> ---hits: ASV14704 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===========                                       |  23% #>  #> ####processing: ASV1058 #####4 #>  #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV1493 #> ---hits: ASV926 #> ---hits: ASV1022 #> ---hits: ASV1663 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV729 #> ---hits: ASV9174 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV10594 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.5833333333333334 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1059 #####4 #>  #> ---hits: ASV1058 #> ---hits: ASV717 #> ---hits: ASV1493 #> ---hits: ASV926 #> ---hits: ASV1022 #> ---hits: ASV1663 #> ---hits: ASV399 #> ---hits: ASV729 #> ---hits: ASV917 #> ---hits: ASV9184 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV10584 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1321 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |============                                      |  23% #>  #> ####processing: ASV42 #####4 #>  #> ---hits: ASV68 #> ---hits: ASV77 #> ---hits: ASV254 #>  #> ---potential parent: ASV254 #>  #> ------checking: ASV254 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> No parent found! #> 4 #>  #> ####processing: ASV78 #####4 #>  #> ---hits: ASV652 #> ---hits: ASV33 #> ---hits: ASV1313 #> ---hits: ASV941 #> ---hits: ASV1289 #> ---hits: ASV16254 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV129 #####4 #>  #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV530 #> ---hits: ASV4314 #>  #> ---potential parent: ASV6734 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> No parent found! #> 4 #>    |                                                           |============                                      |  24% #>  #> ####processing: ASV272 #####4 #>  #> ---hits: ASV81 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV383 #> ---hits: ASV1053 #> ---hits: ASV959 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV3394 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> No parent found! #> 4 #>  #> ####processing: ASV334 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV365 #####4 #>  #> ---hits: ASV65 #> ---hits: ASV3224 #>  #> ---potential parent: ASV654 #>  #> ------checking: ASV654 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> No parent found! #> 4 #>  #> ####processing: ASV462 #####4 #>  #> ---hits: ASV89 #> ---hits: ASV313 #> ---hits: ASV534 #> ---hits: ASV1101 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1459 #> ---hits: ASV1058 #> ---hits: ASV1548 #> ---hits: ASV9264 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV926 #> ---potential parent: ASV10584 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV3134 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.44 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> No parent found! #> 4 #>  #> ####processing: ASV673 #####4 #>  #> ---hits: ASV530 #> ---hits: ASV1218 #> ---hits: ASV129 #> ---hits: ASV1420 #> ---hits: ASV660 #> ---hits: ASV1469 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV632 #> ---hits: ASV16574 #>  #> ---potential parent: ASV1294 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> No parent found! #> 4 #>  #> ####processing: ASV715 #####4 #>  #> ---hits: ASV981 #> ---hits: ASV737 #> ---hits: ASV1369 #> ---hits: ASV963 #> ---hits: ASV1724 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV9634 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 0.9090909090909094 #>  #> ------checking: ASV9634 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> No parent found! #> 4 #>  #> ####processing: ASV729 #####4 #>  #> ---hits: ASV722 #> ---hits: ASV917 #> ---hits: ASV344 #> ---hits: ASV399 #> ---hits: ASV926 #> ---hits: ASV1059 #> ---hits: ASV1058 #> ---hits: ASV717 #> ---hits: ASV1493 #> ---hits: ASV10224 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV10594 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.2727272727272734 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> No parent found! #> 4 #>    |                                                           |============                                      |  25% #>  #> ####processing: ASV860 #####4 #>  #> ---hits: ASV504 #> ---hits: ASV832 #> ---hits: ASV772 #> ---hits: ASV1409 #> ---hits: ASV693 #> ---hits: ASV1200 #> ---hits: ASV1332 #> ---hits: ASV1458 #> ---hits: ASV1303 #> ---hits: ASV15584 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV504 #> ---potential parent: ASV1332 #> ---potential parent: ASV8324 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.5454545454545454 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV5044 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8324 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> No parent found! #> 4 #>  #> ####processing: ASV963 #####4 #>  #> ---hits: ASV172 #> ---hits: ASV981 #> ---hits: ASV715 #> ---hits: ASV737 #> ---hits: ASV13694 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV7154 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 34 #>  which is OK!4 #>  #> SETTING ASV963 to be an ERROR of ASV172 #> 4 #>  #> ------checking: ASV7154 #>  #> ####processing: ASV966 #####4 #>  #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV69 #> ---hits: ASV405 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV930 #> ---potential parent: ASV7974 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.6363636363636364 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.5454545454545454 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> No parent found! #> 4 #>    |                                                           |=============                                     |  25% #>  #> ####processing: ASV1011 #####4 #>  #> ---hits: ASV1066 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV984 #> ---hits: ASV415 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1020 #> ---hits: ASV1380 #> ---hits: ASV10364 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV10204 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.5454545454545454 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1035 #####4 #>  #> ---hits: ASV904 #> ---hits: ASV756 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1224 #> ---hits: ASV828 #> ---hits: ASV11924 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV904 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1224 #> ---potential parent: ASV13594 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 0.5454545454545454 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.6363636363636364 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV12244 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1082 #####4 #>  #> ---hits: ASV1027 #> ---hits: ASV962 #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV375 #> ---hits: ASV1247 #> ---hits: ASV5764 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV5764 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 104 #>  which is OK!4 #>  #> SETTING ASV1082 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ####processing: ASV1253 #####4 #>  #> ---hits: ASV12054 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=============                                     |  26% #>  #> ####processing: ASV1270 #####4 #>  #> ---hits: ASV16274 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1337 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV853 #> ---hits: ASV989 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV853 #> ---potential parent: ASV4664 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 224 #>  which is OK!4 #>  #> SETTING ASV1337 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV8164 #>  #> ------checking: ASV8534 #>  #> ------checking: ASV4664 #>  #> ####processing: ASV1410 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1427 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV724 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV790 #> ---potential parent: ASV1052 #> ---potential parent: ASV14274 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.4545454545454554 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.7272727272727274 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6363636363636364 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.2727272727272734 #>  #> ------checking: ASV10524 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV14274 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> No parent found! #> 4 #>  #> ####processing: ASV33 #####4 #>  #> ---hits: ASV78 #> ---hits: ASV652 #> ---hits: ASV1313 #> ---hits: ASV941 #> ---hits: ASV1289 #> ---hits: ASV16254 #>  #> ---potential parent: ASV784 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV41 #####4 #>  #> ---hits: ASV672 #> ---hits: ASV251 #> ---hits: ASV1092 #> ---hits: ASV10454 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV45 #####4 #>  #> ---hits: ASV137 #> ---hits: ASV711 #> ---hits: ASV996 #> ---hits: ASV760 #> ---hits: ASV1067 #> ---hits: ASV1381 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV1484 #> ---hits: ASV9404 #>  #> ---potential parent: ASV1374 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>    |                                                           |=============                                     |  27% #>  #> ####processing: ASV145 #####4 #>  #> ---hits: ASV210 #> ---hits: ASV814 #> ---hits: ASV1223 #> ---hits: ASV4914 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV192 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV194 #####4 #>  #> ---hits: ASV1014 #> ---hits: ASV969 #> ---hits: ASV13864 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==============                                    |  27% #>  #> ####processing: ASV199 #####4 #>  #> ---hits: ASV543 #> ---hits: ASV685 #> ---hits: ASV692 #> ---hits: ASV1037 #> ---hits: ASV3104 #>  #> ---potential parent: ASV310 #> ---potential parent: ASV5434 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV5434 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV223 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV193 #####4 #>  #> ---hits: ASV6314 #>  #> ---potential parent: ASV6314 #>  #> ------checking: ASV6314 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV405 #####4 #>  #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV930 #> ---potential parent: ASV797 #> ---potential parent: ASV9664 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.94 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2654639175257734 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 0.74 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>    |                                                           |==============                                    |  28% #>  #> ####processing: ASV523 #####4 #>  #> ---hits: ASV9874 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV541 #####4 #>  #> ---hits: ASV375 #> ---hits: ASV2 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV576 #> ---hits: ASV962 #> ---hits: ASV12474 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV962 #> ---potential parent: ASV10274 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 17.92537313432844 #>  which is OK!4 #>  #> SETTING ASV541 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV9624 #>  #> ------checking: ASV10274 #>  #> ####processing: ASV566 #####4 #>  #> ---hits: ASV98 #> ---hits: ASV368 #> ---hits: ASV961 #> ---hits: ASV292 #> ---hits: ASV443 #> ---hits: ASV785 #> ---hits: ASV1111 #> ---hits: ASV11764 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV2924 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.02040816326530614 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 0.64 #>  #> No parent found! #> 4 #>  #> ####processing: ASV615 #####4 #>  #> ---hits: ASV440 #> ---hits: ASV248 #> ---hits: ASV730 #> ---hits: ASV377 #> ---hits: ASV404 #> ---hits: ASV545 #> ---hits: ASV488 #> ---hits: ASV840 #> ---hits: ASV9434 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV4884 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.64 #>  #> No parent found! #> 4 #>  #> ####processing: ASV932 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV962 #####4 #>  #> ---hits: ASV1027 #> ---hits: ASV1247 #> ---hits: ASV1082 #> ---hits: ASV576 #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV3754 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV541 #> ---potential parent: ASV10274 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 30.25531914893624 #>  which is OK!4 #>  #> SETTING ASV962 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV5414 #>  #> ------checking: ASV10274 #>    |                                                           |==============                                    |  29% #>  #> ####processing: ASV1027 #####4 #>  #> ---hits: ASV1082 #> ---hits: ASV962 #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV1247 #> ---hits: ASV375 #> ---hits: ASV5764 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV541 #> ---potential parent: ASV9624 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 71.14 #>  which is OK!4 #>  #> SETTING ASV1027 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV5414 #>  #> ------checking: ASV9624 #>  #> ####processing: ASV984 #####4 #>  #> ---hits: ASV796 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV1020 #> ---hits: ASV1380 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV1036 #> ---hits: ASV1011 #> ---hits: ASV16034 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV13804 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1078 #####4 #>  #> ---hits: ASV1467 #> ---hits: ASV178 #> ---hits: ASV1131 #> ---hits: ASV1010 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV594 #> ---hits: ASV1271 #> ---hits: ASV986 #> ---hits: ASV7314 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV1784 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV1078 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>    |                                                           |===============                                   |  29% #>  #> ####processing: ASV1085 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1268 #####4 #>  #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV766 #> ---hits: ASV744 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV4614 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV461 #> ---potential parent: ASV7664 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 4.54 #>  which is OK!4 #>  #> SETTING ASV1268 to be an ERROR of ASV139 #> 4 #>  #> ------checking: ASV2444 #>  #> ------checking: ASV4614 #>  #> ------checking: ASV7664 #>  #> ####processing: ASV1300 #####4 #>  #> ---hits: ASV1304 #> ---hits: ASV1236 #> ---hits: ASV1438 #> ---hits: ASV1031 #> ---hits: ASV1239 #> ---hits: ASV892 #> ---hits: ASV1471 #> ---hits: ASV1563 #> ---hits: ASV1510 #> ---hits: ASV8954 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV13044 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.34 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1302 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===============                                   |  30% #>  #> ####processing: ASV1304 #####4 #>  #> ---hits: ASV1236 #> ---hits: ASV1300 #> ---hits: ASV1588 #> ---hits: ASV1437 #> ---hits: ASV605 #> ---hits: ASV1294 #> ---hits: ASV1471 #> ---hits: ASV1563 #> ---hits: ASV1470 #> ---hits: ASV8924 #>  #> ---potential parent: ASV13004 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.34 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1340 #####4 #>  #> ---hits: ASV1632 #> ---hits: ASV8014 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1380 #####4 #>  #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV60 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1066 #> ---hits: ASV1020 #> ---hits: ASV1036 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV9844 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.34 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.74 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.34 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV116 #####4 #>  #> ---hits: ASV596 #> ---hits: ASV1107 #> ---hits: ASV1526 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV653 #> ---hits: ASV697 #> ---hits: ASV254 #> ---hits: ASV500 #> ---hits: ASV9894 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV6974 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV235 #####4 #>  #> ---hits: ASV14234 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV333 #####4 #>  #> ---hits: ASV19 #> ---hits: ASV178 #> ---hits: ASV1010 #> ---hits: ASV594 #> ---hits: ASV1131 #> ---hits: ASV858 #> ---hits: ASV1271 #> ---hits: ASV1467 #> ---hits: ASV1078 #> ---hits: ASV9864 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV10784 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV333 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>    |                                                           |===============                                   |  31% #>  #> ####processing: ASV344 #####4 #>  #> ---hits: ASV722 #> ---hits: ASV399 #> ---hits: ASV917 #> ---hits: ASV729 #> ---hits: ASV926 #> ---hits: ASV717 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV1663 #> ---hits: ASV14934 #>  #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV7294 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV464 #####4 #>  #> ---hits: ASV699 #> ---hits: ASV13144 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV598 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |================                                  |  31% #>  #> ####processing: ASV654 #####4 #>  #> ---hits: ASV1550 #> ---hits: ASV3594 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV697 #####4 #>  #> ---hits: ASV428 #> ---hits: ASV1259 #> ---hits: ASV552 #> ---hits: ASV934 #> ---hits: ASV116 #> ---hits: ASV427 #> ---hits: ASV564 #> ---hits: ASV756 #> ---hits: ASV1495 #> ---hits: ASV16534 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV428 #> ---potential parent: ASV1164 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV4284 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV737 #####4 #>  #> ---hits: ASV1369 #> ---hits: ASV715 #> ---hits: ASV981 #> ---hits: ASV963 #> ---hits: ASV172 #> ---hits: ASV313 #> ---hits: ASV4624 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV313 #> ---potential parent: ASV462 #> ---potential parent: ASV715 #> ---potential parent: ASV963 #> ---potential parent: ASV9814 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3134 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV4624 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV7154 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV9634 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV9814 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> No parent found! #> 4 #>  #> ####processing: ASV741 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |================                                  |  32% #>  #> ####processing: ASV773 #####4 #>  #> ---hits: ASV1024 #> ---hits: ASV28 #> ---hits: ASV367 #> ---hits: ASV1375 #> ---hits: ASV13764 #>  #> ---potential parent: ASV28 #> ---potential parent: ASV3674 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3674 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> No parent found! #> 4 #>  #> ####processing: ASV801 #####4 #>  #> ---hits: ASV1461 #> ---hits: ASV1155 #> ---hits: ASV1632 #> ---hits: ASV13404 #>  #> ---potential parent: ASV13404 #>  #> ------checking: ASV13404 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV953 #####4 #>  #> ---hits: ASV618 #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV1261 #> ---hits: ASV780 #> ---hits: ASV906 #> ---hits: ASV651 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV1484 #>  #> ---potential parent: ASV906 #> ---potential parent: ASV618 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV12614 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.64 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> No parent found! #> 4 #>  #> ####processing: ASV981 #####4 #>  #> ---hits: ASV715 #> ---hits: ASV963 #> ---hits: ASV737 #> ---hits: ASV1369 #> ---hits: ASV1724 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV715 #> ---potential parent: ASV963 #> ---potential parent: ASV7374 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.333333333333334 #>  which is OK!4 #>  #> SETTING ASV981 to be an ERROR of ASV172 #> 4 #>  #> ------checking: ASV7154 #>  #> ------checking: ASV9634 #>  #> ------checking: ASV7374 #>  #> ####processing: ASV1097 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1236 #####4 #>  #> ---hits: ASV1304 #> ---hits: ASV1300 #> ---hits: ASV1588 #> ---hits: ASV1294 #> ---hits: ASV16584 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV13044 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> No parent found! #> 4 #>    |                                                           |================                                  |  33% #>  #> ####processing: ASV1247 #####4 #>  #> ---hits: ASV962 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV576 #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV3754 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV541 #> ---potential parent: ASV962 #> ---potential parent: ASV10274 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 43.09090909090914 #>  which is OK!4 #>  #> SETTING ASV1247 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV5414 #>  #> ------checking: ASV9624 #>  #> ------checking: ASV10274 #>  #> ####processing: ASV1261 #####4 #>  #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV953 #> ---hits: ASV618 #> ---hits: ASV780 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV148 #> ---hits: ASV92 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV618 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV9534 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.896551724137934 #>  which is OK!4 #>  #> SETTING ASV1261 to be an ERROR of ASV346 #> 4 #>  #> ------checking: ASV5924 #>  #> ------checking: ASV9534 #>  #> ####processing: ASV1311 #####4 #>  #> ---hits: ASV1125 #> ---hits: ASV1143 #> ---hits: ASV927 #> ---hits: ASV1396 #> ---hits: ASV604 #> ---hits: ASV891 #> ---hits: ASV1233 #> ---hits: ASV1297 #> ---hits: ASV546 #> ---hits: ASV5694 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV9274 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> No parent found! #> 4 #>    |                                                           |=================                                 |  33% #>  #> ####processing: ASV1434 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1518 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV724 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV790 #> ---potential parent: ASV1052 #> ---potential parent: ASV1427 #> ---potential parent: ASV14104 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.7777777777777784 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10524 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV14274 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV14104 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1557 #####4 #>  #> ---hits: ASV89 #> ---hits: ASV1101 #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV3134 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV4624 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 0.7777777777777784 #>  #> ------checking: ASV3134 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV4624 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1558 #####4 #>  #> ---hits: ASV1030 #> ---hits: ASV1303 #> ---hits: ASV1458 #> ---hits: ASV1454 #> ---hits: ASV1562 #> ---hits: ASV746 #> ---hits: ASV1332 #> ---hits: ASV693 #> ---hits: ASV1409 #> ---hits: ASV5374 #>  #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV10304 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> No parent found! #> 4 #>    |                                                           |=================                                 |  34% #>  #> ####processing: ASV1603 #####4 #>  #> ---hits: ASV1036 #> ---hits: ASV1020 #> ---hits: ASV60 #> ---hits: ASV796 #> ---hits: ASV984 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV13804 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.7777777777777784 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1690 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV35 #####4 #>  #> ---hits: ASV53 #> ---hits: ASV58 #> ---hits: ASV205 #> ---hits: ASV99 #> ---hits: ASV364 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV584 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 0.8754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV46 #####4 #>  #> ---hits: ASV175 #> ---hits: ASV162 #> ---hits: ASV752 #> ---hits: ASV6944 #>  #> ---potential parent: ASV175 #> ---potential parent: ASV6944 #>  #> ------checking: ASV1754 #>  #> ------relative cooccurence: 0.8754 #>  #> ------checking: ASV6944 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV58 #####4 #>  #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV364 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV354 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 0.8754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV119 #####4 #>  #> ---hits: ASV578 #> ---hits: ASV637 #> ---hits: ASV1015 #> ---hits: ASV903 #> ---hits: ASV1134 #> ---hits: ASV6974 #>  #> ---potential parent: ASV6974 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=================                                 |  35% #>  #> ####processing: ASV124 #####4 #>  #> ---hits: ASV142 #> ---hits: ASV1044 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV201 #####4 #>  #> ---hits: ASV43 #> ---hits: ASV542 #> ---hits: ASV1387 #> ---hits: ASV507 #> ---hits: ASV915 #> ---hits: ASV999 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV3414 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV507 #> ---potential parent: ASV9994 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV5424 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV5074 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9994 #>  #> ------relative cooccurence: 0.3754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV227 #####4 #>  #> ---hits: ASV238 #> ---hits: ASV285 #> ---hits: ASV305 #> ---hits: ASV15654 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==================                                |  35% #>  #> ####processing: ASV444 #####4 #>  #> ---hits: ASV9984 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV475 #####4 #>  #> ---hits: ASV1451 #> ---hits: ASV91 #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV8514 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV533 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV534 #####4 #>  #> ---hits: ASV313 #> ---hits: ASV89 #> ---hits: ASV462 #> ---hits: ASV1101 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1058 #> ---hits: ASV1459 #> ---hits: ASV1548 #> ---hits: ASV9264 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV926 #> ---potential parent: ASV1058 #> ---potential parent: ASV462 #> ---potential parent: ASV15574 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.79629629629634 #>  which is OK!4 #>  #> SETTING ASV534 to be an ERROR of ASV89 #> 4 #>  #> ------checking: ASV3134 #>  #> ------checking: ASV9264 #>  #> ------checking: ASV10584 #>  #> ------checking: ASV4624 #>  #> ------checking: ASV15574 #>    |                                                           |==================                                |  36% #>  #> ####processing: ASV569 #####4 #>  #> ---hits: ASV546 #> ---hits: ASV727 #> ---hits: ASV1233 #> ---hits: ASV1396 #> ---hits: ASV1125 #> ---hits: ASV13114 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV727 #> ---potential parent: ASV1311 #> ---potential parent: ASV13964 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV7274 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV602 #####4 #>  #> ---hits: ASV12724 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV635 #####4 #>  #> ---hits: ASV1356 #> ---hits: ASV12794 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV730 #####4 #>  #> ---hits: ASV377 #> ---hits: ASV440 #> ---hits: ASV404 #> ---hits: ASV545 #> ---hits: ASV248 #> ---hits: ASV840 #> ---hits: ASV943 #> ---hits: ASV488 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV488 #> ---potential parent: ASV6154 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.6254 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.6254 #>  #> ------checking: ASV6154 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV731 #####4 #>  #> ---hits: ASV266 #> ---hits: ASV24 #> ---hits: ASV736 #> ---hits: ASV979 #> ---hits: ASV986 #> ---hits: ASV1271 #> ---hits: ASV1078 #> ---hits: ASV1467 #> ---hits: ASV858 #> ---hits: ASV10104 #>  #> ---potential parent: ASV24 #> ---potential parent: ASV266 #> ---potential parent: ASV10784 #>  #> ------checking: ASV244 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV2664 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV10784 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV748 #####4 #>  #> ---hits: ASV771 #> ---hits: ASV171 #> ---hits: ASV7534 #>  #> ---potential parent: ASV771 #> ---potential parent: ASV1714 #>  #> ------checking: ASV7714 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV1714 #>  #> ------relative cooccurence: 0.6254 #>  #> No parent found! #> 4 #>    |                                                           |==================                                |  37% #>  #> ####processing: ASV875 #####4 #>  #> ---hits: ASV7874 #>  #> ---potential parent: ASV7874 #>  #> ------checking: ASV7874 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV975 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV989 #> ---hits: ASV816 #> ---hits: ASV853 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV853 #> ---potential parent: ASV466 #> ---potential parent: ASV13374 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV975 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV8164 #>  #> ------checking: ASV8534 #>  #> ------checking: ASV4664 #>  #> ------checking: ASV13374 #>  #> ####processing: ASV988 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===================                               |  37% #>  #> ####processing: ASV1176 #####4 #>  #> ---hits: ASV443 #> ---hits: ASV1111 #> ---hits: ASV368 #> ---hits: ASV785 #> ---hits: ASV292 #> ---hits: ASV566 #> ---hits: ASV961 #> ---hits: ASV984 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV292 #> ---potential parent: ASV5664 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.8947368421052634 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 0.8754 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV5664 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1276 #####4 #>  #> ---hits: ASV159 #> ---hits: ASV52 #> ---hits: ASV8804 #>  #> ---potential parent: ASV52 #> ---potential parent: ASV159 #> ---potential parent: ASV8804 #>  #> ------checking: ASV524 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.254 #>  which is OK!4 #>  #> SETTING ASV1276 to be an ERROR of ASV52 #> 4 #>  #> ------checking: ASV1594 #>  #> ------checking: ASV8804 #>  #> ####processing: ASV1290 #####4 #>  #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV796 #> ---hits: ASV984 #> ---hits: ASV415 #> ---hits: ASV1036 #> ---hits: ASV1380 #> ---hits: ASV1020 #> ---hits: ASV1011 #> ---hits: ASV16034 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV16034 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV16034 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1396 #####4 #>  #> ---hits: ASV1125 #> ---hits: ASV1311 #> ---hits: ASV546 #> ---hits: ASV1233 #> ---hits: ASV727 #> ---hits: ASV927 #> ---hits: ASV1143 #> ---hits: ASV569 #> ---hits: ASV6044 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV727 #> ---potential parent: ASV927 #> ---potential parent: ASV1311 #> ---potential parent: ASV5694 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV7274 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5694 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>    |                                                           |===================                               |  38% #>  #> ####processing: ASV1109 #####4 #>  #> ---hits: ASV1628 #> ---hits: ASV1006 #> ---hits: ASV12334 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV32 #####4 #>  #> ---hits: ASV388 #> ---hits: ASV476 #> ---hits: ASV557 #> ---hits: ASV6894 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV85 #####4 #>  #> ---hits: ASV4834 #>  #> ---potential parent: ASV4834 #>  #> ------checking: ASV4834 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> No parent found! #> 4 #>  #> ####processing: ASV91 #####4 #>  #> ---hits: ASV475 #> ---hits: ASV1451 #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV8514 #>  #> ---potential parent: ASV4754 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV144 #####4 #>  #> ---hits: ASV616 #> ---hits: ASV3844 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV176 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===================                               |  39% #>  #> ####processing: ASV264 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV279 #####4 #>  #> ---hits: ASV133 #> ---hits: ASV833 #> ---hits: ASV221 #> ---hits: ASV358 #> ---hits: ASV405 #> ---hits: ASV930 #> ---hits: ASV69 #> ---hits: ASV966 #> ---hits: ASV776 #> ---hits: ASV7974 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV930 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV7764 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV314 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |====================                              |  39% #>  #> ####processing: ASV359 #####4 #>  #> ---hits: ASV1550 #> ---hits: ASV6544 #>  #> ---potential parent: ASV6544 #>  #> ------checking: ASV6544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV483 #####4 #>  #> ---hits: ASV854 #>  #> ---potential parent: ASV854 #>  #> ------checking: ASV854 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> No parent found! #> 4 #>  #> ####processing: ASV530 #####4 #>  #> ---hits: ASV673 #> ---hits: ASV1218 #> ---hits: ASV1420 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1469 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV632 #> ---hits: ASV5634 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV12184 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV545 #####4 #>  #> ---hits: ASV404 #> ---hits: ASV730 #> ---hits: ASV943 #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV840 #> ---hits: ASV440 #> ---hits: ASV488 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV488 #> ---potential parent: ASV615 #> ---potential parent: ASV7304 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV6154 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7304 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |====================                              |  40% #>  #> ####processing: ASV564 #####4 #>  #> ---hits: ASV148 #> ---hits: ASV836 #> ---hits: ASV92 #> ---hits: ASV837 #> ---hits: ASV1261 #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV1495 #> ---hits: ASV1468 #> ---hits: ASV6974 #>  #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV697 #> ---potential parent: ASV1261 #> ---potential parent: ASV14954 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV577 #####4 #>  #> ---hits: ASV8704 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV637 #####4 #>  #> ---hits: ASV119 #> ---hits: ASV578 #> ---hits: ASV1015 #> ---hits: ASV1134 #> ---hits: ASV9034 #>  #> ---potential parent: ASV1194 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV650 #####4 #>  #> ---hits: ASV537 #> ---hits: ASV1332 #> ---hits: ASV1303 #> ---hits: ASV1230 #> ---hits: ASV378 #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV772 #> ---hits: ASV746 #> ---hits: ASV14094 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV772 #> ---potential parent: ASV1409 #> ---potential parent: ASV504 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV860 #> ---potential parent: ASV13034 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV5044 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8604 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV667 #####4 #>  #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV1055 #> ---hits: ASV614 #> ---hits: ASV139 #> ---hits: ASV244 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV7444 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV12684 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV685 #####4 #>  #> ---hits: ASV199 #> ---hits: ASV310 #> ---hits: ASV543 #> ---hits: ASV692 #> ---hits: ASV10374 #>  #> ---potential parent: ASV310 #> ---potential parent: ASV543 #> ---potential parent: ASV1994 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV5434 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV1994 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |====================                              |  41% #>  #> ####processing: ASV726 #####4 #>  #> ---hits: ASV137 #> ---hits: ASV45 #> ---hits: ASV760 #> ---hits: ASV996 #> ---hits: ASV1067 #> ---hits: ASV711 #> ---hits: ASV1167 #> ---hits: ASV1381 #> ---hits: ASV940 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV11674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV760 #####4 #>  #> ---hits: ASV137 #> ---hits: ASV45 #> ---hits: ASV1381 #> ---hits: ASV711 #> ---hits: ASV996 #> ---hits: ASV1067 #> ---hits: ASV726 #> ---hits: ASV1167 #> ---hits: ASV1484 #> ---hits: ASV9404 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV996 #> ---potential parent: ASV11674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV776 #####4 #>  #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV556 #> ---hits: ASV797 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV930 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV9144 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV776 to be an ERROR of ASV69 #> 4 #>  #> ------checking: ASV3584 #>  #> ------checking: ASV5564 #>  #> ------checking: ASV9304 #>  #> ------checking: ASV7974 #>  #> ------checking: ASV9664 #>  #> ------checking: ASV4054 #>  #> ------checking: ASV9144 #>    |                                                           |=====================                             |  41% #>  #> ####processing: ASV785 #####4 #>  #> ---hits: ASV1111 #> ---hits: ASV443 #> ---hits: ASV368 #> ---hits: ASV1176 #> ---hits: ASV566 #> ---hits: ASV292 #> ---hits: ASV98 #> ---hits: ASV9614 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV292 #> ---potential parent: ASV566 #> ---potential parent: ASV11764 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.8943396226415094 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.596226415094344 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV5664 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV11764 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>  #> ####processing: ASV814 #####4 #>  #> ---hits: ASV491 #> ---hits: ASV1223 #> ---hits: ASV145 #> ---hits: ASV2104 #>  #> ---potential parent: ASV1454 #>  #> ------checking: ASV1454 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV814 to be an ERROR of ASV145 #> 4 #>  #> ####processing: ASV834 #####4 #>  #> ---hits: ASV355 #> ---hits: ASV1514 #>  #> ---potential parent: ASV151 #> ---potential parent: ASV3554 #>  #> ------checking: ASV1514 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV3554 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>  #> ####processing: ASV892 #####4 #>  #> ---hits: ASV1438 #> ---hits: ASV1031 #> ---hits: ASV1658 #> ---hits: ASV1239 #> ---hits: ASV1510 #> ---hits: ASV895 #> ---hits: ASV1563 #> ---hits: ASV1471 #> ---hits: ASV1470 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV1300 #> ---potential parent: ASV895 #> ---potential parent: ASV14384 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |=====================                             |  42% #>  #> ####processing: ASV895 #####4 #>  #> ---hits: ASV1470 #> ---hits: ASV1239 #> ---hits: ASV892 #> ---hits: ASV1563 #> ---hits: ASV1438 #> ---hits: ASV1510 #> ---hits: ASV1031 #> ---hits: ASV1471 #> ---hits: ASV1658 #> ---hits: ASV14374 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV14384 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV914 #####4 #>  #> ---hits: ASV966 #> ---hits: ASV930 #> ---hits: ASV69 #> ---hits: ASV405 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV930 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV7764 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1067961165048544 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV950 #####4 #>  #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV828 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV1192 #> ---hits: ASV1319 #> ---hits: ASV1224 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1224 #> ---potential parent: ASV13594 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12244 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV996 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV1067 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV940 #> ---hits: ASV1381 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV11674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1129 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1167 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV1067 #> ---hits: ASV996 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV726 #> ---hits: ASV1381 #> ---hits: ASV940 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV9964 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=====================                             |  43% #>  #> ####processing: ASV1212 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1218 #####4 #>  #> ---hits: ASV673 #> ---hits: ASV530 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV632 #> ---hits: ASV1469 #> ---hits: ASV1420 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV16574 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV5304 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1279 #####4 #>  #> ---hits: ASV635 #> ---hits: ASV13564 #>  #> ---potential parent: ASV6354 #>  #> ------checking: ASV6354 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |======================                            |  43% #>  #> ####processing: ASV1297 #####4 #>  #> ---hits: ASV891 #> ---hits: ASV604 #> ---hits: ASV13114 #>  #> ---potential parent: ASV13114 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1303 #####4 #>  #> ---hits: ASV378 #> ---hits: ASV1332 #> ---hits: ASV746 #> ---hits: ASV1562 #> ---hits: ASV1030 #> ---hits: ASV1230 #> ---hits: ASV1558 #> ---hits: ASV1458 #> ---hits: ASV1200 #> ---hits: ASV6934 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV693 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV1030 #> ---potential parent: ASV1558 #> ---potential parent: ASV15624 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1370 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1419 #####4 #>  #> ---hits: ASV1704 #> ---hits: ASV43 #> ---hits: ASV999 #> ---hits: ASV341 #> ---hits: ASV667 #> ---hits: ASV11174 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV999 #> ---potential parent: ASV6674 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9994 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>    |                                                           |======================                            |  44% #>  #> ####processing: ASV1438 #####4 #>  #> ---hits: ASV1031 #> ---hits: ASV1239 #> ---hits: ASV892 #> ---hits: ASV1658 #> ---hits: ASV895 #> ---hits: ASV1510 #> ---hits: ASV1563 #> ---hits: ASV1470 #> ---hits: ASV1471 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV1300 #> ---potential parent: ASV892 #> ---potential parent: ASV8954 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1459 #####4 #>  #> ---hits: ASV1059 #> ---hits: ASV1058 #> ---hits: ASV926 #> ---hits: ASV717 #> ---hits: ASV729 #> ---hits: ASV1493 #> ---hits: ASV918 #> ---hits: ASV399 #> ---hits: ASV462 #> ---hits: ASV10224 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV462 #> ---potential parent: ASV7294 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV4624 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1467 #####4 #>  #> ---hits: ASV1078 #> ---hits: ASV178 #> ---hits: ASV1131 #> ---hits: ASV19 #> ---hits: ASV594 #> ---hits: ASV333 #> ---hits: ASV1010 #> ---hits: ASV1271 #> ---hits: ASV858 #> ---hits: ASV9864 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV1078 #> ---potential parent: ASV3334 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 244 #>  which is OK!4 #>  #> SETTING ASV1467 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>  #> ------checking: ASV3334 #>  #> ####processing: ASV1495 #####4 #>  #> ---hits: ASV564 #> ---hits: ASV1261 #> ---hits: ASV579 #> ---hits: ASV148 #> ---hits: ASV500 #> ---hits: ASV816 #> ---hits: ASV1388 #> ---hits: ASV254 #> ---hits: ASV989 #> ---hits: ASV12254 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV1261 #> ---potential parent: ASV5644 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1532 #####4 #>  #> ---hits: ASV1455 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV1020 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV12904 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV12904 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1562 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV1200 #> ---hits: ASV1458 #> ---hits: ASV378 #> ---hits: ASV1030 #> ---hits: ASV1558 #> ---hits: ASV746 #> ---hits: ASV1230 #> ---hits: ASV14094 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV1409 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV1030 #> ---potential parent: ASV1558 #> ---potential parent: ASV13034 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>    |                                                           |======================                            |  45% #>  #> ####processing: ASV1233 #####4 #>  #> ---hits: ASV1396 #> ---hits: ASV569 #> ---hits: ASV546 #> ---hits: ASV727 #> ---hits: ASV1125 #> ---hits: ASV1311 #> ---hits: ASV1628 #> ---hits: ASV9274 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV727 #> ---potential parent: ASV927 #> ---potential parent: ASV1311 #> ---potential parent: ASV569 #> ---potential parent: ASV13964 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7274 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV5694 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1635 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV67 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV6244 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV1074 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6244 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |=======================                           |  45% #>  #> ####processing: ASV104 #####4 #>  #> ---hits: ASV142 #> ---hits: ASV1244 #>  #> ---potential parent: ASV124 #> ---potential parent: ASV1424 #>  #> ------checking: ASV1244 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV1424 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV142 #####4 #>  #> ---hits: ASV124 #> ---hits: ASV1044 #>  #> ---potential parent: ASV124 #> ---potential parent: ASV1044 #>  #> ------checking: ASV1244 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV1044 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV205 #####4 #>  #> ---hits: ASV35 #> ---hits: ASV364 #> ---hits: ASV53 #> ---hits: ASV58 #> ---hits: ASV99 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV584 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1357142857142864 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.04615384615384624 #>  #> No parent found! #> 4 #>  #> ####processing: ASV210 #####4 #>  #> ---hits: ASV145 #> ---hits: ASV491 #> ---hits: ASV814 #> ---hits: ASV12234 #>  #> ---potential parent: ASV145 #> ---potential parent: ASV8144 #>  #> ------checking: ASV1454 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8144 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |=======================                           |  46% #>  #> ####processing: ASV238 #####4 #>  #> ---hits: ASV227 #> ---hits: ASV285 #> ---hits: ASV305 #> ---hits: ASV15654 #>  #> ---potential parent: ASV2274 #>  #> ------checking: ASV2274 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV271 #####4 #>  #> ---hits: ASV700 #> ---hits: ASV5154 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV322 #####4 #>  #> ---hits: ASV65 #> ---hits: ASV3654 #>  #> ---potential parent: ASV65 #> ---potential parent: ASV3654 #>  #> ------checking: ASV654 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3654 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV594 #####4 #>  #> ---hits: ASV178 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV1131 #> ---hits: ASV1467 #> ---hits: ASV1010 #> ---hits: ASV858 #> ---hits: ASV1078 #> ---hits: ASV1271 #> ---hits: ASV9864 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV1078 #> ---potential parent: ASV333 #> ---potential parent: ASV1467 #> ---potential parent: ASV858 #> ---potential parent: ASV9864 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 64 #>  which is OK!4 #>  #> SETTING ASV594 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV14674 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ####processing: ASV605 #####4 #>  #> ---hits: ASV1437 #> ---hits: ASV1471 #> ---hits: ASV1563 #> ---hits: ASV1470 #> ---hits: ASV1510 #> ---hits: ASV1304 #> ---hits: ASV892 #> ---hits: ASV1658 #> ---hits: ASV895 #> ---hits: ASV14384 #>  #> ---potential parent: ASV1304 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV15104 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV15104 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV616 #####4 #>  #> ---hits: ASV144 #> ---hits: ASV3844 #>  #> ---potential parent: ASV1444 #>  #> ------checking: ASV1444 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |=======================                           |  47% #>  #> ####processing: ASV624 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV674 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24.43365695792884 #>  which is OK!4 #>  #> SETTING ASV624 to be an ERROR of ASV12 #> 4 #>  #> ------checking: ASV1074 #>  #> ------checking: ASV674 #>  #> ####processing: ASV632 #####4 #>  #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV1218 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV5304 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV12184 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV633 #####4 #>  #> ---hits: ASV29 #> ---hits: ASV294 #> ---hits: ASV16654 #>  #> ---potential parent: ASV294 #>  #> ------checking: ASV294 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>    |                                                           |========================                          |  47% #>  #> ####processing: ASV665 #####4 #>  #> ---hits: ASV2864 #>  #> ---potential parent: ASV2864 #>  #> ------checking: ASV2864 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV711 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV760 #> ---hits: ASV1067 #> ---hits: ASV1484 #> ---hits: ASV1381 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV9404 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV14844 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14844 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV722 #####4 #>  #> ---hits: ASV344 #> ---hits: ASV729 #> ---hits: ASV917 #> ---hits: ASV399 #> ---hits: ASV926 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV1663 #> ---hits: ASV14934 #>  #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV729 #> ---potential parent: ASV344 #> ---potential parent: ASV917 #> ---potential parent: ASV14934 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1666666666666674 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14934 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV743 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |========================                          |  48% #>  #> ####processing: ASV796 #####4 #>  #> ---hits: ASV984 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV1020 #> ---hits: ASV1290 #> ---hits: ASV1036 #> ---hits: ASV415 #> ---hits: ASV1380 #> ---hits: ASV1011 #> ---hits: ASV16034 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1603 #> ---potential parent: ASV12904 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV16034 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV12904 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV823 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV839 #####4 #>  #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV959 #> ---hits: ASV383 #> ---hits: ASV764 #> ---hits: ASV1338 #> ---hits: ASV10534 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV2724 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV858 #####4 #>  #> ---hits: ASV1271 #> ---hits: ASV19 #> ---hits: ASV979 #> ---hits: ASV333 #> ---hits: ASV736 #> ---hits: ASV178 #> ---hits: ASV594 #> ---hits: ASV24 #> ---hits: ASV1131 #> ---hits: ASV10104 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV178 #> ---potential parent: ASV333 #> ---potential parent: ASV5944 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.54 #>  which is OK!4 #>  #> SETTING ASV858 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV5944 #>  #> ####processing: ASV891 #####4 #>  #> ---hits: ASV604 #> ---hits: ASV1297 #> ---hits: ASV1311 #> ---hits: ASV11254 #>  #> ---potential parent: ASV1311 #> ---potential parent: ASV12974 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12974 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV917 #####4 #>  #> ---hits: ASV722 #> ---hits: ASV344 #> ---hits: ASV399 #> ---hits: ASV729 #> ---hits: ASV926 #> ---hits: ASV717 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV1663 #> ---hits: ASV14934 #>  #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV729 #> ---potential parent: ASV344 #> ---potential parent: ASV722 #> ---potential parent: ASV14934 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7224 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14934 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |========================                          |  49% #>  #> ####processing: ASV943 #####4 #>  #> ---hits: ASV545 #> ---hits: ASV488 #> ---hits: ASV840 #> ---hits: ASV404 #> ---hits: ASV730 #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV440 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV488 #> ---potential parent: ASV615 #> ---potential parent: ASV730 #> ---potential parent: ASV5454 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.254 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1254 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV6154 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7304 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV5454 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV969 #####4 #>  #> ---hits: ASV1014 #> ---hits: ASV1386 #> ---hits: ASV1944 #>  #> ---potential parent: ASV194 #> ---potential parent: ASV13864 #>  #> ------checking: ASV1944 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV13864 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.09090909090909094 #>  #> No parent found! #> 4 #>  #> ####processing: ASV986 #####4 #>  #> ---hits: ASV1010 #> ---hits: ASV24 #> ---hits: ASV736 #> ---hits: ASV266 #> ---hits: ASV979 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV731 #> ---hits: ASV178 #> ---hits: ASV12714 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV178 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV7314 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.555555555555564 #>  which is OK!4 #>  #> SETTING ASV986 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV2664 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV7314 #>    |                                                           |=========================                         |  49% #>  #> ####processing: ASV1066 #####4 #>  #> ---hits: ASV1011 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV60 #> ---hits: ASV1380 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1020 #> ---hits: ASV10364 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1290 #> ---potential parent: ASV7964 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.254 #>  which is OK!4 #>  #> SETTING ASV1066 to be an ERROR of ASV113 #> 4 #>  #> ------checking: ASV10364 #>  #> ------checking: ASV10204 #>  #> ------checking: ASV10114 #>  #> ------checking: ASV9844 #>  #> ------checking: ASV13804 #>  #> ------checking: ASV12904 #>  #> ------checking: ASV7964 #>  #> ####processing: ASV1101 #####4 #>  #> ---hits: ASV89 #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV313 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1058 #> ---hits: ASV1459 #> ---hits: ASV15484 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV1058 #> ---potential parent: ASV462 #> ---potential parent: ASV1557 #> ---potential parent: ASV534 #> ---potential parent: ASV14594 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV1101 to be an ERROR of ASV89 #> 4 #>  #> ------checking: ASV3134 #>  #> ------checking: ASV10584 #>  #> ------checking: ASV4624 #>  #> ------checking: ASV15574 #>  #> ------checking: ASV5344 #>  #> ------checking: ASV14594 #>  #> ####processing: ASV1111 #####4 #>  #> ---hits: ASV443 #> ---hits: ASV785 #> ---hits: ASV1176 #> ---hits: ASV368 #> ---hits: ASV292 #> ---hits: ASV961 #> ---hits: ASV566 #> ---hits: ASV984 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV292 #> ---potential parent: ASV566 #> ---potential parent: ASV1176 #> ---potential parent: ASV7854 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.9042553191489364 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV5664 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV11764 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7854 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1152 #####4 #>  #> ---hits: ASV795 #> ---hits: ASV839 #> ---hits: ASV764 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV1305 #> ---hits: ASV81 #> ---hits: ASV1053 #> ---hits: ASV383 #> ---hits: ASV9594 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV8394 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=========================                         |  50% #>  #> ####processing: ASV1179 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1213 #####4 #>  #> ---hits: ASV1004 #> ---hits: ASV14044 #>  #> ---potential parent: ASV10044 #>  #> ------checking: ASV10044 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1259 #####4 #>  #> ---hits: ASV756 #> ---hits: ASV427 #> ---hits: ASV934 #> ---hits: ASV904 #> ---hits: ASV1278 #> ---hits: ASV1035 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1007 #> ---hits: ASV13594 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV904 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1359 #> ---potential parent: ASV10354 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10354 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1320 #####4 #>  #> ---hits: ASV8984 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1356 #####4 #>  #> ---hits: ASV635 #> ---hits: ASV12794 #>  #> ---potential parent: ASV635 #> ---potential parent: ASV12794 #>  #> ------checking: ASV6354 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV12794 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1369 #####4 #>  #> ---hits: ASV737 #> ---hits: ASV715 #> ---hits: ASV981 #> ---hits: ASV963 #> ---hits: ASV1724 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV715 #> ---potential parent: ASV963 #> ---potential parent: ASV737 #> ---potential parent: ASV9814 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7154 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV9634 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV7374 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9814 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |=========================                         |  51% #>  #> ####processing: ASV1386 #####4 #>  #> ---hits: ASV1014 #> ---hits: ASV969 #> ---hits: ASV1944 #>  #> ---potential parent: ASV194 #> ---potential parent: ASV9694 #>  #> ------checking: ASV1944 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV9694 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.07407407407407414 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1484 #####4 #>  #> ---hits: ASV711 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV760 #> ---hits: ASV1067 #> ---hits: ASV1381 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV9404 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV7114 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1493 #####4 #>  #> ---hits: ASV1022 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV926 #> ---hits: ASV1663 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV917 #> ---hits: ASV7294 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV729 #> ---potential parent: ASV9174 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1510 #####4 #>  #> ---hits: ASV892 #> ---hits: ASV1563 #> ---hits: ASV1438 #> ---hits: ASV895 #> ---hits: ASV1239 #> ---hits: ASV1031 #> ---hits: ASV1471 #> ---hits: ASV1658 #> ---hits: ASV1470 #> ---hits: ASV14374 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV14384 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |==========================                        |  51% #>  #> ####processing: ASV1588 #####4 #>  #> ---hits: ASV1294 #> ---hits: ASV1236 #> ---hits: ASV1304 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV1304 #> ---potential parent: ASV12364 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV12364 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1684 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV47 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==========================                        |  52% #>  #> ####processing: ASV53 #####4 #>  #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV58 #> ---hits: ASV205 #> ---hits: ASV364 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV58 #> ---potential parent: ASV2054 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.51413397293134 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.456741476786024 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV59 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV133 #####4 #>  #> ---hits: ASV279 #> ---hits: ASV221 #> ---hits: ASV833 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV966 #> ---hits: ASV7764 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV930 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV279 #> ---potential parent: ASV776 #> ---potential parent: ASV9144 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV2794 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2380952380952384 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9144 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV143 #####4 #>  #> ---hits: ASV3384 #>  #> ---potential parent: ASV3384 #>  #> ------checking: ASV3384 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV251 #####4 #>  #> ---hits: ASV1092 #> ---hits: ASV41 #> ---hits: ASV672 #> ---hits: ASV10454 #>  #> ---potential parent: ASV414 #>  #> ------checking: ASV414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.008038585209003214 #>  #> No parent found! #> 4 #>  #> ####processing: ASV320 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==========================                        |  53% #>  #> ####processing: ASV338 #####4 #>  #> ---hits: ASV1434 #>  #> ---potential parent: ASV1434 #>  #> ------checking: ASV1434 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV341 #####4 #>  #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV733 #> ---hits: ASV614 #> ---hits: ASV1055 #> ---hits: ASV139 #> ---hits: ASV244 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV7444 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV7444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV4194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> ------checking: ASV7334 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV7444 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV383 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV81 #> ---hits: ASV764 #> ---hits: ASV959 #> ---hits: ASV1053 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV764 #> ---potential parent: ASV10534 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV10534 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV415 #####4 #>  #> ---hits: ASV113 #> ---hits: ASV60 #> ---hits: ASV1380 #> ---hits: ASV1020 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1036 #> ---hits: ASV1066 #> ---hits: ASV1290 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1290 #> ---potential parent: ASV796 #> ---potential parent: ASV10664 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 34 #>  which is OK!4 #>  #> SETTING ASV415 to be an ERROR of ASV113 #> 4 #>  #> ------checking: ASV10364 #>  #> ------checking: ASV10204 #>  #> ------checking: ASV10114 #>  #> ------checking: ASV9844 #>  #> ------checking: ASV13804 #>  #> ------checking: ASV12904 #>  #> ------checking: ASV7964 #>  #> ------checking: ASV10664 #>    |                                                           |===========================                       |  53% #>  #> ####processing: ASV419 #####4 #>  #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV667 #> ---hits: ASV614 #> ---hits: ASV1055 #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV7444 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV733 #> ---potential parent: ASV7444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV3414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.7857142857142864 #>  #> ------checking: ASV7334 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV7444 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV500 #####4 #>  #> ---hits: ASV1453 #> ---hits: ASV254 #> ---hits: ASV653 #> ---hits: ASV579 #> ---hits: ASV1178 #> ---hits: ASV1225 #> ---hits: ASV55 #> ---hits: ASV816 #> ---hits: ASV865 #> ---hits: ASV9894 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV55 #> ---potential parent: ASV5794 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV554 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV549 #####4 #>  #> ---hits: ASV4224 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===========================                       |  54% #>  #> ####processing: ASV579 #####4 #>  #> ---hits: ASV254 #> ---hits: ASV653 #> ---hits: ASV1453 #> ---hits: ASV500 #> ---hits: ASV816 #> ---hits: ASV1178 #> ---hits: ASV1526 #> ---hits: ASV989 #> ---hits: ASV116 #> ---hits: ASV384 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV116 #> ---potential parent: ASV5004 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV596 #####4 #>  #> ---hits: ASV116 #> ---hits: ASV1107 #> ---hits: ASV1526 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV653 #> ---hits: ASV697 #> ---hits: ASV254 #> ---hits: ASV500 #> ---hits: ASV9894 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV116 #> ---potential parent: ASV697 #> ---potential parent: ASV500 #> ---potential parent: ASV5794 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV604 #####4 #>  #> ---hits: ASV891 #> ---hits: ASV1297 #> ---hits: ASV1311 #> ---hits: ASV1396 #> ---hits: ASV11254 #>  #> ---potential parent: ASV1311 #> ---potential parent: ASV1396 #> ---potential parent: ASV1297 #> ---potential parent: ASV8914 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8914 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV733 #####4 #>  #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV614 #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV7444 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV7444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3754 #>  #> ------checking: ASV3414 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV4194 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV7444 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV736 #####4 #>  #> ---hits: ASV979 #> ---hits: ASV24 #> ---hits: ASV266 #> ---hits: ASV858 #> ---hits: ASV731 #> ---hits: ASV986 #> ---hits: ASV1271 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV10104 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV731 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV10104 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.206185567010314 #>  which is OK!4 #>  #> SETTING ASV736 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV2664 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV7314 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ------checking: ASV10104 #>  #> ####processing: ASV744 #####4 #>  #> ---hits: ASV766 #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV6144 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV7334 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3414 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4194 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7334 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |===========================                       |  55% #>  #> ####processing: ASV764 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV81 #> ---hits: ASV1053 #> ---hits: ASV383 #> ---hits: ASV959 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV10534 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV764 to be an ERROR of ASV81 #> 4 #>  #> ------checking: ASV3394 #>  #> ------checking: ASV2724 #>  #> ------checking: ASV8394 #>  #> ------checking: ASV3834 #>  #> ------checking: ASV10534 #>  #> ####processing: ASV817 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV854 #####4 #>  #> ---hits: ASV255 #> ---hits: ASV570 #> ---hits: ASV14594 #>  #> ---potential parent: ASV255 #> ---potential parent: ASV14594 #>  #> ------checking: ASV2554 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV14594 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV870 #####4 #>  #> ---hits: ASV5774 #>  #> ---potential parent: ASV5774 #>  #> ------checking: ASV5774 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3333333333333334 #>  #> No parent found! #> 4 #>    |                                                           |============================                      |  55% #>  #> ####processing: ASV898 #####4 #>  #> ---hits: ASV13204 #>  #> ---potential parent: ASV13204 #>  #> ------checking: ASV13204 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV918 #####4 #>  #> ---hits: ASV717 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV926 #> ---hits: ASV1493 #> ---hits: ASV1663 #> ---hits: ASV1022 #> ---hits: ASV344 #> ---hits: ASV399 #> ---hits: ASV9174 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV344 #> ---potential parent: ASV917 #> ---potential parent: ASV14934 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV14934 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV941 #####4 #>  #> ---hits: ASV1289 #> ---hits: ASV33 #> ---hits: ASV78 #> ---hits: ASV652 #> ---hits: ASV1625 #> ---hits: ASV13134 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV1313 #> ---potential parent: ASV16254 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 194 #>  which is OK!4 #>  #> SETTING ASV941 to be an ERROR of ASV33 #> 4 #>  #> ------checking: ASV13134 #>  #> ------checking: ASV16254 #>    |                                                           |============================                      |  56% #>  #> ####processing: ASV942 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV961 #####4 #>  #> ---hits: ASV98 #> ---hits: ASV292 #> ---hits: ASV368 #> ---hits: ASV566 #> ---hits: ASV443 #> ---hits: ASV1111 #> ---hits: ASV1176 #> ---hits: ASV7854 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV292 #> ---potential parent: ASV566 #> ---potential parent: ASV1176 #> ---potential parent: ASV785 #> ---potential parent: ASV11114 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2127659574468094 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.07801418439716314 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2765957446808514 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV5664 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV11764 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV7854 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV11114 #>  #> ------relative cooccurence: 0.64 #>  #> No parent found! #> 4 #>  #> ####processing: ASV973 #####4 #>  #> ---hits: ASV1468 #> ---hits: ASV459 #> ---hits: ASV671 #> ---hits: ASV1388 #> ---hits: ASV1653 #> ---hits: ASV564 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV10674 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV564 #> ---potential parent: ASV9964 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV995 #####4 #>  #> ---hits: ASV15074 #>  #> ---potential parent: ASV15074 #>  #> ------checking: ASV15074 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1010 #####4 #>  #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV986 #> ---hits: ASV178 #> ---hits: ASV1271 #> ---hits: ASV594 #> ---hits: ASV1131 #> ---hits: ASV1078 #> ---hits: ASV1467 #> ---hits: ASV8584 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV1078 #> ---potential parent: ASV333 #> ---potential parent: ASV1467 #> ---potential parent: ASV594 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV11314 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 4.489510489510494 #>  which is OK!4 #>  #> SETTING ASV1010 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV14674 #>  #> ------checking: ASV5944 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ------checking: ASV11314 #>  #> ####processing: ASV1053 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV81 #> ---hits: ASV383 #> ---hits: ASV959 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV7644 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3834 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 0.64 #>  #> No parent found! #> 4 #>    |                                                           |============================                      |  57% #>  #> ####processing: ASV1131 #####4 #>  #> ---hits: ASV178 #> ---hits: ASV19 #> ---hits: ASV594 #> ---hits: ASV333 #> ---hits: ASV1467 #> ---hits: ASV1010 #> ---hits: ASV1078 #> ---hits: ASV858 #> ---hits: ASV1271 #> ---hits: ASV9864 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV1078 #> ---potential parent: ASV333 #> ---potential parent: ASV1467 #> ---potential parent: ASV594 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV10104 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 16.46153846153854 #>  which is OK!4 #>  #> SETTING ASV1131 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV14674 #>  #> ------checking: ASV5944 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ------checking: ASV10104 #>  #> ####processing: ASV1144 #####4 #>  #> ---hits: ASV1263 #> ---hits: ASV795 #> ---hits: ASV839 #> ---hits: ASV1338 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV1305 #> ---hits: ASV959 #> ---hits: ASV339 #> ---hits: ASV7644 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV764 #> ---potential parent: ASV12634 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12634 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1155 #####4 #>  #> ---hits: ASV1461 #> ---hits: ASV801 #> ---hits: ASV16324 #>  #> ---potential parent: ASV801 #> ---potential parent: ASV16324 #>  #> ------checking: ASV8014 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV16324 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1164 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=============================                     |  57% #>  #> ####processing: ASV1223 #####4 #>  #> ---hits: ASV814 #> ---hits: ASV145 #> ---hits: ASV491 #> ---hits: ASV2104 #>  #> ---potential parent: ASV145 #> ---potential parent: ASV814 #> ---potential parent: ASV2104 #>  #> ------checking: ASV1454 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV8144 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV2104 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1079 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1263 #####4 #>  #> ---hits: ASV1144 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV839 #> ---hits: ASV1338 #> ---hits: ASV81 #> ---hits: ASV795 #> ---hits: ASV1053 #> ---hits: ASV13054 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV764 #> ---potential parent: ASV1053 #> ---potential parent: ASV11444 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10534 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV11444 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>    |                                                           |=============================                     |  58% #>  #> ####processing: ASV1313 #####4 #>  #> ---hits: ASV78 #> ---hits: ASV652 #> ---hits: ASV33 #> ---hits: ASV941 #> ---hits: ASV1289 #> ---hits: ASV16254 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV941 #> ---potential parent: ASV16254 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV9414 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV16254 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1319 #####4 #>  #> ---hits: ASV828 #> ---hits: ASV906 #> ---hits: ASV1074 #> ---hits: ASV1278 #> ---hits: ASV1192 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV12244 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1224 #> ---potential parent: ASV1359 #> ---potential parent: ASV9504 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12244 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9504 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1376 #####4 #>  #> ---hits: ASV367 #> ---hits: ASV28 #> ---hits: ASV1024 #> ---hits: ASV1375 #> ---hits: ASV7734 #>  #> ---potential parent: ASV28 #> ---potential parent: ASV367 #> ---potential parent: ASV7734 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.3754 #>  which is OK!4 #>  #> SETTING ASV1376 to be an ERROR of ASV28 #> 4 #>  #> ------checking: ASV3674 #>  #> ------checking: ASV7734 #>  #> ####processing: ASV1381 #####4 #>  #> ---hits: ASV760 #> ---hits: ASV137 #> ---hits: ASV45 #> ---hits: ASV711 #> ---hits: ASV996 #> ---hits: ASV1067 #> ---hits: ASV726 #> ---hits: ASV1167 #> ---hits: ASV1484 #> ---hits: ASV9404 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV711 #> ---potential parent: ASV14844 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 124 #>  which is OK!4 #>  #> SETTING ASV1381 to be an ERROR of ASV137 #> 4 #>  #> ------checking: ASV454 #>  #> ------checking: ASV7264 #>  #> ------checking: ASV7604 #>  #> ------checking: ASV9964 #>  #> ------checking: ASV11674 #>  #> ------checking: ASV7114 #>  #> ------checking: ASV14844 #>  #> ####processing: ASV1404 #####4 #>  #> ---hits: ASV1004 #> ---hits: ASV12134 #>  #> ---potential parent: ASV1004 #> ---potential parent: ASV12134 #>  #> ------checking: ASV10044 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV12134 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1507 #####4 #>  #> ---hits: ASV9954 #>  #> ---potential parent: ASV9954 #>  #> ------checking: ASV9954 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>    |                                                           |=============================                     |  59% #>  #> ####processing: ASV1523 #####4 #>  #> ---hits: ASV12294 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1543 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1548 #####4 #>  #> ---hits: ASV89 #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV1459 #> ---hits: ASV313 #> ---hits: ASV722 #> ---hits: ASV1058 #> ---hits: ASV399 #> ---hits: ASV344 #> ---hits: ASV7174 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV462 #> ---potential parent: ASV344 #> ---potential parent: ASV534 #> ---potential parent: ASV1459 #> ---potential parent: ASV7224 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3134 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4624 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5344 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV14594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7224 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1553 #####4 #>  #> ---hits: ASV26 #> ---hits: ASV1182 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV94 #> ---hits: ASV636 #> ---hits: ASV474 #> ---hits: ASV209 #> ---hits: ASV261 #> ---hits: ASV1704 #>  #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV1365 #> ---potential parent: ASV264 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV2094 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV4744 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3484 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV13654 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV264 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>    |                                                           |==============================                    |  59% #>  #> ####processing: ASV1564 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1574 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1586 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==============================                    |  60% #>  #> ####processing: ASV1624 #####4 #>  #> ---hits: ASV1644 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV16444 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV16444 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1625 #####4 #>  #> ---hits: ASV1289 #> ---hits: ASV33 #> ---hits: ASV78 #> ---hits: ASV941 #> ---hits: ASV652 #> ---hits: ASV13134 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV941 #> ---potential parent: ASV13134 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 6.333333333333334 #>  which is OK!4 #>  #> SETTING ASV1625 to be an ERROR of ASV33 #> 4 #>  #> ------checking: ASV9414 #>  #> ------checking: ASV13134 #>  #> ####processing: ASV1630 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1632 #####4 #>  #> ---hits: ASV1340 #> ---hits: ASV801 #> ---hits: ASV1461 #> ---hits: ASV1155 #> ---hits: ASV9464 #>  #> ---potential parent: ASV1340 #> ---potential parent: ASV801 #> ---potential parent: ASV11554 #>  #> ------checking: ASV13404 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8014 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11554 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1644 #####4 #>  #> ---hits: ASV1624 #> ---hits: ASV1300 #> ---hits: ASV1304 #> ---hits: ASV14714 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV1304 #> ---potential parent: ASV16244 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV16244 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1658 #####4 #>  #> ---hits: ASV892 #> ---hits: ASV1438 #> ---hits: ASV1031 #> ---hits: ASV1239 #> ---hits: ASV1510 #> ---hits: ASV895 #> ---hits: ASV1563 #> ---hits: ASV1471 #> ---hits: ASV1470 #> ---hits: ASV14374 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV15104 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV15104 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |==============================                    |  61% #>  #> ####processing: ASV27 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV49 #####4 #>  #> ---hits: ASV3114 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV61 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV101 #####4 #>  #> ---hits: ASV2074 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===============================                   |  61% #>  #> ####processing: ASV105 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV847 #> ---hits: ASV12624 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV67 #> ---potential parent: ASV6244 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1074 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6244 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV131 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV147 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===============================                   |  62% #>  #> ####processing: ASV148 #####4 #>  #> ---hits: ASV92 #> ---hits: ASV836 #> ---hits: ASV837 #> ---hits: ASV564 #> ---hits: ASV592 #> ---hits: ASV1261 #> ---hits: ASV346 #> ---hits: ASV904 #> ---hits: ASV1495 #> ---hits: ASV12594 #>  #> ---potential parent: ASV904 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV12594 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV215 #####4 #>  #> ---hits: ASV87 #> ---hits: ASV1228 #> ---hits: ASV4974 #>  #> ---potential parent: ASV87 #> ---potential parent: ASV12284 #>  #> ------checking: ASV874 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV12284 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV221 #####4 #>  #> ---hits: ASV833 #> ---hits: ASV69 #> ---hits: ASV405 #> ---hits: ASV133 #> ---hits: ASV358 #> ---hits: ASV279 #> ---hits: ASV797 #> ---hits: ASV776 #> ---hits: ASV556 #> ---hits: ASV9664 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV279 #> ---potential parent: ASV776 #> ---potential parent: ASV1334 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV2794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1334 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV294 #####4 #>  #> ---hits: ASV29 #> ---hits: ASV633 #> ---hits: ASV16654 #>  #> ---potential parent: ASV29 #> ---potential parent: ASV6334 #>  #> ------checking: ASV294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 8.166666666666674 #>  which is OK!4 #>  #> SETTING ASV294 to be an ERROR of ASV29 #> 4 #>  #> ------checking: ASV6334 #>  #> ####processing: ASV297 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV364 #####4 #>  #> ---hits: ASV58 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV53 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV58 #> ---potential parent: ASV205 #> ---potential parent: ASV534 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.7916666666666674 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.212471131639724 #>  which is OK!4 #>  #> SETTING ASV364 to be an ERROR of ASV58 #> 4 #>  #> ------checking: ASV2054 #>  #> ------checking: ASV534 #>    |                                                           |===============================                   |  63% #>  #> ####processing: ASV388 #####4 #>  #> ---hits: ASV557 #> ---hits: ASV476 #> ---hits: ASV689 #> ---hits: ASV324 #>  #> ---potential parent: ASV32 #> ---potential parent: ASV4764 #>  #> ------checking: ASV324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4764 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV399 #####4 #>  #> ---hits: ASV344 #> ---hits: ASV917 #> ---hits: ASV722 #> ---hits: ASV729 #> ---hits: ASV926 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV1493 #> ---hits: ASV16634 #>  #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV729 #> ---potential parent: ASV344 #> ---potential parent: ASV722 #> ---potential parent: ASV917 #> ---potential parent: ASV14934 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7224 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV14934 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV427 #####4 #>  #> ---hits: ASV934 #> ---hits: ASV756 #> ---hits: ASV904 #> ---hits: ASV1035 #> ---hits: ASV1259 #> ---hits: ASV1074 #> ---hits: ASV828 #> ---hits: ASV1278 #> ---hits: ASV906 #> ---hits: ASV10074 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV904 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1035 #> ---potential parent: ASV12594 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV10354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV476 #####4 #>  #> ---hits: ASV689 #> ---hits: ASV388 #> ---hits: ASV557 #> ---hits: ASV324 #>  #> ---potential parent: ASV32 #> ---potential parent: ASV3884 #>  #> ------checking: ASV324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3884 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.226720647773284 #>  which is OK!4 #>  #> SETTING ASV476 to be an ERROR of ASV388 #> 4 #>    |                                                           |================================                  |  63% #>  #> ####processing: ASV591 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV643 #####4 #>  #> ---hits: ASV653 #> ---hits: ASV1291 #> ---hits: ASV579 #> ---hits: ASV1178 #> ---hits: ASV500 #> ---hits: ASV14534 #>  #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV6534 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV653 #####4 #>  #> ---hits: ASV579 #> ---hits: ASV1453 #> ---hits: ASV254 #> ---hits: ASV500 #> ---hits: ASV1178 #> ---hits: ASV816 #> ---hits: ASV643 #> ---hits: ASV989 #> ---hits: ASV38 #> ---hits: ASV1164 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV116 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV6434 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6434 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |================================                  |  64% #>  #> ####processing: ASV660 #####4 #>  #> ---hits: ASV129 #> ---hits: ASV1657 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV530 #> ---hits: ASV4314 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV632 #> ---potential parent: ASV16574 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.409090909090914 #>  which is OK!4 #>  #> SETTING ASV660 to be an ERROR of ASV129 #> 4 #>  #> ------checking: ASV6734 #>  #> ------checking: ASV5304 #>  #> ------checking: ASV6324 #>  #> ------checking: ASV16574 #>  #> ####processing: ASV720 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV753 #####4 #>  #> ---hits: ASV171 #> ---hits: ASV771 #> ---hits: ASV7484 #>  #> ---potential parent: ASV771 #> ---potential parent: ASV171 #> ---potential parent: ASV7484 #>  #> ------checking: ASV7714 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1714 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7484 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV829 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV840 #####4 #>  #> ---hits: ASV404 #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV488 #> ---hits: ASV545 #> ---hits: ASV730 #> ---hits: ASV943 #> ---hits: ASV440 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV488 #> ---potential parent: ASV615 #> ---potential parent: ASV730 #> ---potential parent: ASV545 #> ---potential parent: ASV9434 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.854 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1958333333333334 #>  #> ------checking: ASV6154 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV7304 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV5454 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV9434 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV865 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV989 #> ---hits: ASV853 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV1337 #> ---hits: ASV1225 #> ---hits: ASV579 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV853 #> ---potential parent: ASV466 #> ---potential parent: ASV1337 #> ---potential parent: ASV975 #> ---potential parent: ASV5794 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>    |                                                           |================================                  |  65% #>  #> ####processing: ASV903 #####4 #>  #> ---hits: ASV119 #> ---hits: ASV578 #> ---hits: ASV637 #> ---hits: ASV1015 #> ---hits: ASV11344 #>  #> ---potential parent: ASV119 #> ---potential parent: ASV6374 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV6374 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV940 #####4 #>  #> ---hits: ASV996 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV1067 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV1381 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV711 #> ---potential parent: ASV1484 #> ---potential parent: ASV1381 #> ---potential parent: ASV10674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV14844 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2233502538071074 #>  #> ------checking: ASV13814 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10674 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV979 #####4 #>  #> ---hits: ASV736 #> ---hits: ASV24 #> ---hits: ASV858 #> ---hits: ASV266 #> ---hits: ASV1271 #> ---hits: ASV986 #> ---hits: ASV731 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV1784 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV178 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV731 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV736 #> ---potential parent: ASV12714 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.285714285714294 #>  which is OK!4 #>  #> SETTING ASV979 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV2664 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV7314 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ------checking: ASV7364 #>  #> ------checking: ASV12714 #>  #> ####processing: ASV1017 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=================================                 |  65% #>  #> ####processing: ASV1067 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV1167 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV726 #> ---hits: ASV1381 #> ---hits: ASV940 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV711 #> ---potential parent: ASV1484 #> ---potential parent: ASV1381 #> ---potential parent: ASV9404 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1428571428571434 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3333333333333334 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV14844 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV13814 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV9404 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1182 #####4 #>  #> ---hits: ASV26 #> ---hits: ASV1553 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV94 #> ---hits: ASV636 #> ---hits: ASV474 #> ---hits: ASV209 #> ---hits: ASV261 #> ---hits: ASV1704 #>  #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV1365 #> ---potential parent: ASV26 #> ---potential parent: ASV15534 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV2094 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV4744 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV3484 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV13654 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV264 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.078947368421054 #>  which is OK!4 #>  #> SETTING ASV1182 to be an ERROR of ASV26 #> 4 #>  #> ------checking: ASV15534 #>  #> ####processing: ASV1190 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=================================                 |  66% #>  #> ####processing: ASV1228 #####4 #>  #> ---hits: ASV215 #> ---hits: ASV87 #> ---hits: ASV4974 #>  #> ---potential parent: ASV87 #> ---potential parent: ASV2154 #>  #> ------checking: ASV874 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 15.74736842105264 #>  which is OK!4 #>  #> SETTING ASV1228 to be an ERROR of ASV87 #> 4 #>  #> ------checking: ASV2154 #>  #> ####processing: ASV1234 #####4 #>  #> ---hits: ASV489 #> ---hits: ASV7624 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1239 #####4 #>  #> ---hits: ASV1438 #> ---hits: ASV1031 #> ---hits: ASV892 #> ---hits: ASV895 #> ---hits: ASV1470 #> ---hits: ASV1510 #> ---hits: ASV1658 #> ---hits: ASV1563 #> ---hits: ASV1471 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV1300 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV1510 #> ---potential parent: ASV16584 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.7083333333333334 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV15104 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16584 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1271 #####4 #>  #> ---hits: ASV858 #> ---hits: ASV1010 #> ---hits: ASV24 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV979 #> ---hits: ASV736 #> ---hits: ASV178 #> ---hits: ASV266 #> ---hits: ASV5944 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV178 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV594 #> ---potential parent: ASV858 #> ---potential parent: ASV736 #> ---potential parent: ASV1010 #> ---potential parent: ASV9794 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 54 #>  which is OK!4 #>  #> SETTING ASV1271 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV2664 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV5944 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV7364 #>  #> ------checking: ASV10104 #>  #> ------checking: ASV9794 #>  #> ####processing: ASV1272 #####4 #>  #> ---hits: ASV6024 #>  #> ---potential parent: ASV6024 #>  #> ------checking: ASV6024 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1289 #####4 #>  #> ---hits: ASV1625 #> ---hits: ASV941 #> ---hits: ASV33 #> ---hits: ASV78 #> ---hits: ASV652 #> ---hits: ASV13134 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV941 #> ---potential parent: ASV1313 #> ---potential parent: ASV16254 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV9414 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV13134 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV16254 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>    |                                                           |=================================                 |  67% #>  #> ####processing: ASV1294 #####4 #>  #> ---hits: ASV1588 #> ---hits: ASV1236 #> ---hits: ASV1304 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV1304 #> ---potential parent: ASV1236 #> ---potential parent: ASV15884 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV12364 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV15884 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1375 #####4 #>  #> ---hits: ASV28 #> ---hits: ASV367 #> ---hits: ASV1024 #> ---hits: ASV1376 #> ---hits: ASV7734 #>  #> ---potential parent: ASV28 #> ---potential parent: ASV367 #> ---potential parent: ASV773 #> ---potential parent: ASV13764 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 87.55555555555564 #>  which is OK!4 #>  #> SETTING ASV1375 to be an ERROR of ASV28 #> 4 #>  #> ------checking: ASV3674 #>  #> ------checking: ASV7734 #>  #> ------checking: ASV13764 #>  #> ####processing: ASV1403 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1423 #####4 #>  #> ---hits: ASV2354 #>  #> ---potential parent: ASV2354 #>  #> ------checking: ASV2354 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |==================================                |  67% #>  #> ####processing: ASV1424 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1437 #####4 #>  #> ---hits: ASV605 #> ---hits: ASV1471 #> ---hits: ASV1563 #> ---hits: ASV1470 #> ---hits: ASV1510 #> ---hits: ASV892 #> ---hits: ASV1304 #> ---hits: ASV1658 #> ---hits: ASV895 #> ---hits: ASV14384 #>  #> ---potential parent: ASV1304 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV605 #> ---potential parent: ASV1510 #> ---potential parent: ASV16584 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV6054 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV15104 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16584 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1468 #####4 #>  #> ---hits: ASV973 #> ---hits: ASV671 #> ---hits: ASV459 #> ---hits: ASV1388 #> ---hits: ASV1653 #> ---hits: ASV564 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV10674 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV564 #> ---potential parent: ASV996 #> ---potential parent: ASV973 #> ---potential parent: ASV10674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.754 #>  #> ------checking: ASV10674 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |==================================                |  68% #>  #> ####processing: ASV1537 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1550 #####4 #>  #> ---hits: ASV654 #> ---hits: ASV3594 #>  #> ---potential parent: ASV654 #> ---potential parent: ASV3594 #>  #> ------checking: ASV6544 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV3594 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1552 #####4 #>  #> ---hits: ASV526 #> ---hits: ASV11334 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1645 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1650 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1657 #####4 #>  #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV530 #> ---hits: ASV4314 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV632 #> ---potential parent: ASV6604 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 74 #>  which is OK!4 #>  #> SETTING ASV1657 to be an ERROR of ASV129 #> 4 #>  #> ------checking: ASV6734 #>  #> ------checking: ASV5304 #>  #> ------checking: ASV6324 #>  #> ------checking: ASV6604 #>    |                                                           |==================================                |  69% #>  #> ####processing: ASV1667 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1681 #####4 #>  #> ---hits: ASV1609 #> ---hits: ASV1146 #> ---hits: ASV4544 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV23 #####4 #>  #> ---hits: ASV2304 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV48 #####4 #>  #> ---hits: ASV108 #> ---hits: ASV82 #> ---hits: ASV856 #> ---hits: ASV851 #> ---hits: ASV14514 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===================================               |  69% #>  #> ####processing: ASV64 #####4 #>  #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV379 #> ---hits: ASV203 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV99 #> ---potential parent: ASV2494 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV994 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2494 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV75 #####4 #>  #> ---hits: ASV280 #> ---hits: ASV2844 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV92 #####4 #>  #> ---hits: ASV148 #> ---hits: ASV836 #> ---hits: ASV837 #> ---hits: ASV564 #> ---hits: ASV592 #> ---hits: ASV1261 #> ---hits: ASV346 #> ---hits: ASV904 #> ---hits: ASV1495 #> ---hits: ASV12594 #>  #> ---potential parent: ASV904 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV1259 #> ---potential parent: ASV148 #> ---potential parent: ASV836 #> ---potential parent: ASV8374 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1484 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.44 #>  #> ------checking: ASV8364 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.03949524745984924 #>  #> ------checking: ASV8374 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |===================================               |  70% #>  #> ####processing: ASV99 #####4 #>  #> ---hits: ASV53 #> ---hits: ASV58 #> ---hits: ASV35 #> ---hits: ASV364 #> ---hits: ASV205 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV58 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV2494 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.9870327993897794 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.8860086407444334 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.161764705882354 #>  which is OK!4 #>  #> SETTING ASV99 to be an ERROR of ASV53 #> 4 #>  #> ------checking: ASV3644 #>  #> ------checking: ASV644 #>  #> ------checking: ASV2494 #>  #> ####processing: ASV111 #####4 #>  #> ---hits: ASV2534 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV162 #####4 #>  #> ---hits: ASV175 #> ---hits: ASV46 #> ---hits: ASV752 #> ---hits: ASV6944 #>  #> ---potential parent: ASV175 #> ---potential parent: ASV694 #> ---potential parent: ASV464 #>  #> ------checking: ASV1754 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.167512690355334 #>  #> ------checking: ASV6944 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.00507614213197974 #>  #> ------checking: ASV464 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.5979695431472084 #>  #> No parent found! #> 4 #>  #> ####processing: ASV198 #####4 #>  #> ---hits: ASV1169 #> ---hits: ASV16424 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV202 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV219 #####4 #>  #> ---hits: ASV8994 #>  #> ---potential parent: ASV8994 #>  #> ------checking: ASV8994 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |===================================               |  71% #>  #> ####processing: ASV224 #####4 #>  #> ---hits: ASV8744 #>  #> ---potential parent: ASV8744 #>  #> ------checking: ASV8744 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.07850707850707854 #>  #> No parent found! #> 4 #>  #> ####processing: ASV249 #####4 #>  #> ---hits: ASV64 #> ---hits: ASV168 #> ---hits: ASV580 #> ---hits: ASV379 #> ---hits: ASV203 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV994 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV994 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV254 #####4 #>  #> ---hits: ASV1453 #> ---hits: ASV500 #> ---hits: ASV579 #> ---hits: ASV653 #> ---hits: ASV1178 #> ---hits: ASV816 #> ---hits: ASV1225 #> ---hits: ASV989 #> ---hits: ASV55 #> ---hits: ASV15264 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV55 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV653 #> ---potential parent: ASV1225 #> ---potential parent: ASV15264 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV554 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12254 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15264 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV311 #####4 #>  #> ---hits: ASV494 #>  #> ---potential parent: ASV494 #>  #> ------checking: ASV494 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |====================================              |  71% #>  #> ####processing: ASV327 #####4 #>  #> ---hits: ASV1401 #> ---hits: ASV792 #> ---hits: ASV1448 #> ---hits: ASV8834 #>  #> ---potential parent: ASV792 #> ---potential parent: ASV8834 #>  #> ------checking: ASV7924 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV8834 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV360 #####4 #>  #> ---hits: ASV16424 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV375 #####4 #>  #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV576 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV962 #> ---hits: ASV1247 #> ---hits: ASV11024 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV541 #> ---potential parent: ASV962 #> ---potential parent: ASV1027 #> ---potential parent: ASV12474 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 10.82738780207134 #>  which is OK!4 #>  #> SETTING ASV375 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV5414 #>  #> ------checking: ASV9624 #>  #> ------checking: ASV10274 #>  #> ------checking: ASV12474 #>    |                                                           |====================================              |  72% #>  #> ####processing: ASV402 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV422 #####4 #>  #> ---hits: ASV5494 #>  #> ---potential parent: ASV5494 #>  #> ------checking: ASV5494 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV431 #####4 #>  #> ---hits: ASV563 #> ---hits: ASV617 #> ---hits: ASV1420 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV530 #> ---hits: ASV660 #> ---hits: ASV6734 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV617 #> ---potential parent: ASV627 #> ---potential parent: ASV1420 #> ---potential parent: ASV14694 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV454 #####4 #>  #> ---hits: ASV1609 #> ---hits: ASV1146 #> ---hits: ASV16814 #>  #> ---potential parent: ASV1681 #> ---potential parent: ASV11464 #>  #> ------checking: ASV16814 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV11464 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV459 #####4 #>  #> ---hits: ASV671 #> ---hits: ASV973 #> ---hits: ASV1468 #> ---hits: ASV1388 #> ---hits: ASV1653 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV9964 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV711 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV671 #> ---potential parent: ASV13884 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6714 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> ------checking: ASV13884 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV489 #####4 #>  #> ---hits: ASV762 #> ---hits: ASV12344 #>  #> ---potential parent: ASV12344 #>  #> ------checking: ASV12344 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |====================================              |  73% #>  #> ####processing: ASV526 #####4 #>  #> ---hits: ASV1133 #> ---hits: ASV15524 #>  #> ---potential parent: ASV1552 #> ---potential parent: ASV11334 #>  #> ------checking: ASV15524 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV11334 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV570 #####4 #>  #> ---hits: ASV854 #> ---hits: ASV2554 #>  #> ---potential parent: ASV255 #> ---potential parent: ASV8544 #>  #> ------checking: ASV2554 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV8544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV578 #####4 #>  #> ---hits: ASV119 #> ---hits: ASV637 #> ---hits: ASV1015 #> ---hits: ASV903 #> ---hits: ASV11344 #>  #> ---potential parent: ASV119 #> ---potential parent: ASV637 #> ---potential parent: ASV903 #> ---potential parent: ASV1015 #> ---potential parent: ASV11344 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.004716981132075474 #>  #> ------checking: ASV6374 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9034 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.007936507936507944 #>  #> ------checking: ASV10154 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV11344 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.004716981132075474 #>  #> No parent found! #> 4 #>  #> ####processing: ASV614 #####4 #>  #> ---hits: ASV1055 #> ---hits: ASV419 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV667 #> ---hits: ASV244 #> ---hits: ASV766 #> ---hits: ASV139 #> ---hits: ASV744 #> ---hits: ASV12684 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV7444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3414 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4194 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV7334 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7444 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=====================================             |  73% #>  #> ####processing: ASV617 #####4 #>  #> ---hits: ASV431 #> ---hits: ASV563 #> ---hits: ASV1420 #> ---hits: ASV129 #> ---hits: ASV1469 #> ---hits: ASV530 #> ---hits: ASV632 #> ---hits: ASV660 #> ---hits: ASV627 #> ---hits: ASV6734 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV431 #> ---potential parent: ASV627 #> ---potential parent: ASV1420 #> ---potential parent: ASV14694 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4314 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV627 #####4 #>  #> ---hits: ASV632 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV1420 #> ---hits: ASV1218 #> ---hits: ASV673 #> ---hits: ASV5304 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV1218 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV1657 #> ---potential parent: ASV1420 #> ---potential parent: ASV14694 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV16574 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV671 #####4 #>  #> ---hits: ASV459 #> ---hits: ASV1468 #> ---hits: ASV973 #> ---hits: ASV1388 #> ---hits: ASV1653 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV9964 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV711 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV459 #> ---potential parent: ASV13884 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4594 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.754385964912284 #>  which is OK!4 #>  #> SETTING ASV671 to be an ERROR of ASV459 #> 4 #>  #> ------checking: ASV13884 #>    |                                                           |=====================================             |  74% #>  #> ####processing: ASV672 #####4 #>  #> ---hits: ASV41 #> ---hits: ASV251 #> ---hits: ASV1092 #> ---hits: ASV10454 #>  #> ---potential parent: ASV41 #> ---potential parent: ASV2514 #>  #> ------checking: ASV414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01880877742946714 #>  #> ------checking: ASV2514 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV686 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV710 #####4 #>  #> ---hits: ASV1379 #> ---hits: ASV5174 #>  #> ---potential parent: ASV5174 #>  #> ------checking: ASV5174 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV792 #####4 #>  #> ---hits: ASV327 #> ---hits: ASV1401 #> ---hits: ASV1448 #> ---hits: ASV8834 #>  #> ---potential parent: ASV327 #> ---potential parent: ASV8834 #>  #> ------checking: ASV3274 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV8834 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV836 #####4 #>  #> ---hits: ASV148 #> ---hits: ASV92 #> ---hits: ASV837 #> ---hits: ASV564 #> ---hits: ASV1261 #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV904 #> ---hits: ASV1259 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV904 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1259 #> ---potential parent: ASV148 #> ---potential parent: ASV92 #> ---potential parent: ASV8374 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1484 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.44 #>  which is OK!4 #>  #> SETTING ASV836 to be an ERROR of ASV92 #> 4 #>  #> ------checking: ASV8374 #>  #> ####processing: ASV837 #####4 #>  #> ---hits: ASV148 #> ---hits: ASV92 #> ---hits: ASV836 #> ---hits: ASV564 #> ---hits: ASV1261 #> ---hits: ASV592 #> ---hits: ASV1259 #> ---hits: ASV14954 #>  #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV1259 #> ---potential parent: ASV148 #> ---potential parent: ASV92 #> ---potential parent: ASV8364 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1484 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8364 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=====================================             |  75% #>  #> ####processing: ASV874 #####4 #>  #> ---hits: ASV2244 #>  #> ---potential parent: ASV2244 #>  #> ------checking: ASV2244 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> No parent found! #> 4 #>  #> ####processing: ASV883 #####4 #>  #> ---hits: ASV327 #> ---hits: ASV1401 #> ---hits: ASV792 #> ---hits: ASV14484 #>  #> ---potential parent: ASV327 #> ---potential parent: ASV7924 #>  #> ------checking: ASV3274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7924 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV899 #####4 #>  #> ---hits: ASV2194 #>  #> ---potential parent: ASV2194 #>  #> ------checking: ASV2194 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV915 #####4 #>  #> ---hits: ASV201 #> ---hits: ASV43 #> ---hits: ASV542 #> ---hits: ASV1387 #> ---hits: ASV507 #> ---hits: ASV999 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV3414 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV507 #> ---potential parent: ASV999 #> ---potential parent: ASV201 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV13874 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 7.754 #>  which is OK!4 #>  #> SETTING ASV915 to be an ERROR of ASV43 #> 4 #>  #> ------checking: ASV5424 #>  #> ------checking: ASV5074 #>  #> ------checking: ASV9994 #>  #> ------checking: ASV2014 #>  #> ------checking: ASV6674 #>  #> ------checking: ASV3414 #>  #> ------checking: ASV4194 #>  #> ------checking: ASV7334 #>  #> ------checking: ASV13874 #>    |                                                           |======================================            |  75% #>  #> ####processing: ASV934 #####4 #>  #> ---hits: ASV427 #> ---hits: ASV756 #> ---hits: ASV904 #> ---hits: ASV1035 #> ---hits: ASV1259 #> ---hits: ASV828 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV10074 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV904 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1035 #> ---potential parent: ASV1259 #> ---potential parent: ASV4274 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV4274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.5074626865671644 #>  #> No parent found! #> 4 #>  #> ####processing: ASV959 #####4 #>  #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV1305 #> ---hits: ASV383 #> ---hits: ASV764 #> ---hits: ASV795 #> ---hits: ASV1053 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV764 #> ---potential parent: ASV10534 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV959 to be an ERROR of ASV339 #> 4 #>  #> ------checking: ASV2724 #>  #> ------checking: ASV8394 #>  #> ------checking: ASV3834 #>  #> ------checking: ASV7644 #>  #> ------checking: ASV10534 #>  #> ####processing: ASV964 #####4 #>  #> ---hits: ASV7984 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |======================================            |  76% #>  #> ####processing: ASV976 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1006 #####4 #>  #> ---hits: ASV1628 #> ---hits: ASV11094 #>  #> ---potential parent: ASV11094 #>  #> ------checking: ASV11094 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1014 #####4 #>  #> ---hits: ASV1386 #> ---hits: ASV969 #> ---hits: ASV1944 #>  #> ---potential parent: ASV194 #> ---potential parent: ASV969 #> ---potential parent: ASV13864 #>  #> ------checking: ASV1944 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9694 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV13864 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1015 #####4 #>  #> ---hits: ASV1134 #> ---hits: ASV119 #> ---hits: ASV637 #> ---hits: ASV578 #> ---hits: ASV9034 #>  #> ---potential parent: ASV119 #> ---potential parent: ASV637 #> ---potential parent: ASV903 #> ---potential parent: ASV578 #> ---potential parent: ASV11344 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV6374 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9034 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV5784 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV11344 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1023 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1037 #####4 #>  #> ---hits: ASV199 #> ---hits: ASV543 #> ---hits: ASV685 #> ---hits: ASV692 #> ---hits: ASV3104 #>  #> ---potential parent: ASV310 #> ---potential parent: ASV543 #> ---potential parent: ASV199 #> ---potential parent: ASV6854 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV5434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2173913043478264 #>  #> ------checking: ASV1994 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> ------checking: ASV6854 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1069 #####4 #>  #> ---hits: ASV127 #> ---hits: ASV9464 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |======================================            |  77% #>  #> ####processing: ASV1125 #####4 #>  #> ---hits: ASV1311 #> ---hits: ASV1143 #> ---hits: ASV927 #> ---hits: ASV1396 #> ---hits: ASV1233 #> ---hits: ASV546 #> ---hits: ASV1628 #> ---hits: ASV569 #> ---hits: ASV727 #> ---hits: ASV6044 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV727 #> ---potential parent: ASV927 #> ---potential parent: ASV1311 #> ---potential parent: ASV569 #> ---potential parent: ASV1396 #> ---potential parent: ASV1233 #> ---potential parent: ASV604 #> ---potential parent: ASV11434 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01492537313432844 #>  #> ------checking: ASV7274 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5694 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV12334 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11434 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1133 #####4 #>  #> ---hits: ASV526 #> ---hits: ASV15524 #>  #> ---potential parent: ASV1552 #> ---potential parent: ASV5264 #>  #> ------checking: ASV15524 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1567164179104484 #>  #> ------checking: ASV5264 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1134 #####4 #>  #> ---hits: ASV1015 #> ---hits: ASV119 #> ---hits: ASV637 #> ---hits: ASV578 #> ---hits: ASV9034 #>  #> ---potential parent: ASV119 #> ---potential parent: ASV637 #> ---potential parent: ASV903 #> ---potential parent: ASV578 #> ---potential parent: ASV10154 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV6374 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9034 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6666666666666674 #>  #> ------checking: ASV5784 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01503759398496244 #>  #> ------checking: ASV10154 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |=======================================           |  77% #>  #> ####processing: ASV1143 #####4 #>  #> ---hits: ASV1311 #> ---hits: ASV1125 #> ---hits: ASV927 #> ---hits: ASV13964 #>  #> ---potential parent: ASV927 #> ---potential parent: ASV1311 #> ---potential parent: ASV1396 #> ---potential parent: ASV11254 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11254 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1146 #####4 #>  #> ---hits: ASV1609 #> ---hits: ASV1681 #> ---hits: ASV4544 #>  #> ---potential parent: ASV1681 #> ---potential parent: ASV4544 #>  #> ------checking: ASV16814 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV4544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1205 #####4 #>  #> ---hits: ASV12534 #>  #> ---potential parent: ASV12534 #>  #> ------checking: ASV12534 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=======================================           |  78% #>  #> ####processing: ASV1225 #####4 #>  #> ---hits: ASV865 #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV254 #> ---hits: ASV500 #> ---hits: ASV989 #> ---hits: ASV116 #> ---hits: ASV1453 #> ---hits: ASV1107 #> ---hits: ASV8534 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV853 #> ---potential parent: ASV466 #> ---potential parent: ASV116 #> ---potential parent: ASV500 #> ---potential parent: ASV865 #> ---potential parent: ASV2544 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1754 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV8534 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV4664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8654 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1262 #####4 #>  #> ---hits: ASV624 #> ---hits: ASV67 #> ---hits: ASV12 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV67 #> ---potential parent: ASV624 #> ---potential parent: ASV105 #> ---potential parent: ASV1542 #> ---potential parent: ASV8474 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 76.26262626262634 #>  which is OK!4 #>  #> SETTING ASV1262 to be an ERROR of ASV12 #> 4 #>  #> ------checking: ASV1074 #>  #> ------checking: ASV674 #>  #> ------checking: ASV6244 #>  #> ------checking: ASV1054 #>  #> ------checking: ASV15424 #>  #> ------checking: ASV8474 #>  #> ####processing: ASV1314 #####4 #>  #> ---hits: ASV699 #> ---hits: ASV4644 #>  #> ---potential parent: ASV4644 #>  #> ------checking: ASV4644 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1387 #####4 #>  #> ---hits: ASV201 #> ---hits: ASV43 #> ---hits: ASV507 #> ---hits: ASV542 #> ---hits: ASV915 #> ---hits: ASV999 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV3414 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV507 #> ---potential parent: ASV999 #> ---potential parent: ASV201 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV9154 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 314 #>  which is OK!4 #>  #> SETTING ASV1387 to be an ERROR of ASV43 #> 4 #>  #> ------checking: ASV5424 #>  #> ------checking: ASV5074 #>  #> ------checking: ASV9994 #>  #> ------checking: ASV2014 #>  #> ------checking: ASV6674 #>  #> ------checking: ASV3414 #>  #> ------checking: ASV4194 #>  #> ------checking: ASV7334 #>  #> ------checking: ASV9154 #>  #> ####processing: ASV1388 #####4 #>  #> ---hits: ASV1653 #> ---hits: ASV973 #> ---hits: ASV459 #> ---hits: ASV1468 #> ---hits: ASV671 #> ---hits: ASV1495 #> ---hits: ASV552 #> ---hits: ASV592 #> ---hits: ASV564 #> ---hits: ASV12614 #>  #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV459 #> ---potential parent: ASV6714 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV4594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6714 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1420 #####4 #>  #> ---hits: ASV431 #> ---hits: ASV617 #> ---hits: ASV563 #> ---hits: ASV1181 #> ---hits: ASV129 #> ---hits: ASV530 #> ---hits: ASV660 #> ---hits: ASV627 #> ---hits: ASV673 #> ---hits: ASV14694 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV660 #> ---potential parent: ASV431 #> ---potential parent: ASV617 #> ---potential parent: ASV627 #> ---potential parent: ASV14694 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4314 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6174 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1422 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=======================================           |  79% #>  #> ####processing: ASV1454 #####4 #>  #> ---hits: ASV1458 #> ---hits: ASV1558 #> ---hits: ASV1030 #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV693 #> ---hits: ASV746 #> ---hits: ASV1230 #> ---hits: ASV1409 #> ---hits: ASV15624 #>  #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV1030 #> ---potential parent: ASV1558 #> ---potential parent: ASV1303 #> ---potential parent: ASV15624 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.478873239436624 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1455 #####4 #>  #> ---hits: ASV1532 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV1020 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1290 #> ---potential parent: ASV1532 #> ---potential parent: ASV796 #> ---potential parent: ASV4154 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV12904 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4154 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1460 #####4 #>  #> ---hits: ASV13414 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |========================================          |  79% #>  #> ####processing: ASV1461 #####4 #>  #> ---hits: ASV1155 #> ---hits: ASV801 #> ---hits: ASV16324 #>  #> ---potential parent: ASV801 #> ---potential parent: ASV1155 #> ---potential parent: ASV16324 #>  #> ------checking: ASV8014 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11554 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16324 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1526 #####4 #>  #> ---hits: ASV579 #> ---hits: ASV1107 #> ---hits: ASV116 #> ---hits: ASV989 #> ---hits: ASV816 #> ---hits: ASV38 #> ---hits: ASV865 #> ---hits: ASV466 #> ---hits: ASV596 #> ---hits: ASV2544 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV466 #> ---potential parent: ASV116 #> ---potential parent: ASV579 #> ---potential parent: ASV596 #> ---potential parent: ASV865 #> ---potential parent: ASV2544 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8654 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1542 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV624 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV67 #> ---potential parent: ASV624 #> ---potential parent: ASV105 #> ---potential parent: ASV1262 #> ---potential parent: ASV8474 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 157.1320754716984 #>  which is OK!4 #>  #> SETTING ASV1542 to be an ERROR of ASV12 #> 4 #>  #> ------checking: ASV1074 #>  #> ------checking: ASV674 #>  #> ------checking: ASV6244 #>  #> ------checking: ASV1054 #>  #> ------checking: ASV12624 #>  #> ------checking: ASV8474 #>    |                                                           |========================================          |  80% #>  #> ####processing: ASV1545 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1576 #####4 #>  #> ---hits: ASV1295 #> ---hits: ASV5864 #>  #> ---potential parent: ASV5864 #>  #> ------checking: ASV5864 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1577 #####4 #>  #> ---hits: ASV12424 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV847 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV105 #> ---hits: ASV1262 #> ---hits: ASV11324 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV67 #> ---potential parent: ASV624 #> ---potential parent: ASV105 #> ---potential parent: ASV1262 #> ---potential parent: ASV15424 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1074 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6244 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12624 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15424 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1469 #####4 #>  #> ---hits: ASV627 #> ---hits: ASV632 #> ---hits: ASV868 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV1218 #> ---hits: ASV5304 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV1218 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV1657 #> ---potential parent: ASV627 #> ---potential parent: ASV14204 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16574 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1663 #####4 #>  #> ---hits: ASV717 #> ---hits: ASV926 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV1493 #> ---hits: ASV1022 #> ---hits: ASV399 #> ---hits: ASV917 #> ---hits: ASV344 #> ---hits: ASV9184 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV344 #> ---potential parent: ASV917 #> ---potential parent: ASV1493 #> ---potential parent: ASV918 #> ---potential parent: ASV3994 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.777777777777784 #>  which is OK!4 #>  #> SETTING ASV1663 to be an ERROR of ASV1022 #> 4 #>  #> ------checking: ASV9264 #>  #> ------checking: ASV7174 #>  #> ------checking: ASV10584 #>  #> ------checking: ASV10594 #>  #> ------checking: ASV3444 #>  #> ------checking: ASV9174 #>  #> ------checking: ASV14934 #>  #> ------checking: ASV9184 #>  #> ------checking: ASV3994 #>  #> ####processing: ASV1697 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |========================================          |  81% #>  #> ####processing: ASV1173 #####4 #>  #> ---hits: ASV1532 #> ---hits: ASV1455 #> ---hits: ASV60 #> ---hits: ASV984 #> ---hits: ASV113 #> ---hits: ASV796 #> ---hits: ASV1020 #> ---hits: ASV1380 #> ---hits: ASV415 #> ---hits: ASV12904 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1020 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1290 #> ---potential parent: ASV1532 #> ---potential parent: ASV796 #> ---potential parent: ASV415 #> ---potential parent: ASV14554 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12904 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4154 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14554 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1712 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV50 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=========================================         |  81% #>  #> ####processing: ASV68 #####4 #>  #> ---hits: ASV25 #> ---hits: ASV42 #> ---hits: ASV774 #>  #> ---potential parent: ASV25 #> ---potential parent: ASV42 #> ---potential parent: ASV774 #>  #> ------checking: ASV254 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.176491561682914 #>  which is OK!4 #>  #> SETTING ASV68 to be an ERROR of ASV25 #> 4 #>  #> ------checking: ASV424 #>  #> ------checking: ASV774 #>  #> ####processing: ASV77 #####4 #>  #> ---hits: ASV25 #> ---hits: ASV42 #> ---hits: ASV684 #>  #> ---potential parent: ASV25 #> ---potential parent: ASV42 #> ---potential parent: ASV684 #>  #> ------checking: ASV254 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.266342586670084 #>  which is OK!4 #>  #> SETTING ASV77 to be an ERROR of ASV25 #> 4 #>  #> ------checking: ASV424 #>  #> ------checking: ASV684 #>  #> ####processing: ASV82 #####4 #>  #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV851 #> ---hits: ASV1451 #> ---hits: ASV475 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV484 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV484 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=========================================         |  82% #>  #> ####processing: ASV127 #####4 #>  #> ---hits: ASV1069 #> ---hits: ASV9464 #>  #> ---potential parent: ASV10694 #>  #> ------checking: ASV10694 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV179 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV196 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV203 #####4 #>  #> ---hits: ASV580 #> ---hits: ASV379 #> ---hits: ASV64 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV99 #> ---potential parent: ASV249 #> ---potential parent: ASV5804 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2413793103448284 #>  #> ------checking: ASV994 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2494 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6666666666666674 #>  #> ------checking: ASV5804 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2011494252873564 #>  #> No parent found! #> 4 #>  #> ####processing: ASV208 #####4 #>  #> ---hits: ASV298 #> ---hits: ASV4584 #>  #> ---potential parent: ASV4584 #>  #> ------checking: ASV4584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.04234895539243374 #>  #> No parent found! #> 4 #>  #> ####processing: ASV222 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV285 #####4 #>  #> ---hits: ASV227 #> ---hits: ASV305 #> ---hits: ASV238 #> ---hits: ASV15654 #>  #> ---potential parent: ASV227 #> ---potential parent: ASV238 #> ---potential parent: ASV15654 #>  #> ------checking: ASV2274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.002245508982035934 #>  #> ------checking: ASV2384 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15654 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=========================================         |  83% #>  #> ####processing: ASV288 #####4 #>  #> ---hits: ASV917 #> ---hits: ASV344 #> ---hits: ASV717 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV7224 #>  #> ---potential parent: ASV717 #> ---potential parent: ASV344 #> ---potential parent: ASV722 #> ---potential parent: ASV917 #> ---potential parent: ASV918 #> ---potential parent: ASV3994 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7224 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3994 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV318 #####4 #>  #> ---hits: ASV11024 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV458 #####4 #>  #> ---hits: ASV208 #> ---hits: ASV2984 #>  #> ---potential parent: ASV2084 #>  #> ------checking: ASV2084 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6872852233676984 #>  #> No parent found! #> 4 #>    |                                                           |==========================================        |  83% #>  #> ####processing: ASV491 #####4 #>  #> ---hits: ASV814 #> ---hits: ASV210 #> ---hits: ASV1223 #> ---hits: ASV1454 #>  #> ---potential parent: ASV145 #> ---potential parent: ASV814 #> ---potential parent: ASV210 #> ---potential parent: ASV12234 #>  #> ------checking: ASV1454 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8144 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV2104 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.333333333333334 #>  which is OK!4 #>  #> SETTING ASV491 to be an ERROR of ASV210 #> 4 #>  #> ------checking: ASV12234 #>  #> ####processing: ASV515 #####4 #>  #> ---hits: ASV271 #> ---hits: ASV7004 #>  #> ---potential parent: ASV271 #> ---potential parent: ASV7004 #>  #> ------checking: ASV2714 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7004 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV567 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==========================================        |  84% #>  #> ####processing: ASV580 #####4 #>  #> ---hits: ASV64 #> ---hits: ASV168 #> ---hits: ASV203 #> ---hits: ASV249 #> ---hits: ASV379 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV99 #> ---potential parent: ASV249 #> ---potential parent: ASV2034 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.24 #>  which is OK!4 #>  #> SETTING ASV580 to be an ERROR of ASV64 #> 4 #>  #> ------checking: ASV994 #>  #> ------checking: ASV2494 #>  #> ------checking: ASV2034 #>  #> ####processing: ASV652 #####4 #>  #> ---hits: ASV78 #> ---hits: ASV33 #> ---hits: ASV1313 #> ---hits: ASV941 #> ---hits: ASV1289 #> ---hits: ASV16254 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV941 #> ---potential parent: ASV1313 #> ---potential parent: ASV1625 #> ---potential parent: ASV12894 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9414 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13134 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV16254 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV12894 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV687 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV692 #####4 #>  #> ---hits: ASV543 #> ---hits: ASV199 #> ---hits: ASV310 #> ---hits: ASV685 #> ---hits: ASV10374 #>  #> ---potential parent: ASV310 #> ---potential parent: ASV543 #> ---potential parent: ASV199 #> ---potential parent: ASV685 #> ---potential parent: ASV10374 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.03468208092485554 #>  #> ------checking: ASV5434 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1994 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6854 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10374 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV700 #####4 #>  #> ---hits: ASV271 #> ---hits: ASV5154 #>  #> ---potential parent: ASV271 #> ---potential parent: ASV5154 #>  #> ------checking: ASV2714 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.94 #>  which is OK!4 #>  #> SETTING ASV700 to be an ERROR of ASV271 #> 4 #>  #> ------checking: ASV5154 #>  #> ####processing: ASV752 #####4 #>  #> ---hits: ASV175 #> ---hits: ASV46 #> ---hits: ASV162 #> ---hits: ASV6944 #>  #> ---potential parent: ASV175 #> ---potential parent: ASV694 #> ---potential parent: ASV46 #> ---potential parent: ASV1624 #>  #> ------checking: ASV1754 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6944 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV464 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1624 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV762 #####4 #>  #> ---hits: ASV489 #> ---hits: ASV12344 #>  #> ---potential parent: ASV1234 #> ---potential parent: ASV4894 #>  #> ------checking: ASV12344 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4894 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |==========================================        |  85% #>  #> ####processing: ASV767 #####4 #>  #> ---hits: ASV3934 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV780 #####4 #>  #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV953 #> ---hits: ASV1261 #> ---hits: ASV6184 #>  #> ---potential parent: ASV618 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV953 #> ---potential parent: ASV12614 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV795 #####4 #>  #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV959 #> ---hits: ASV383 #> ---hits: ASV764 #> ---hits: ASV1053 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV764 #> ---potential parent: ASV1053 #> ---potential parent: ASV959 #> ---potential parent: ASV1305 #> ---potential parent: ASV13384 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV795 to be an ERROR of ASV81 #> 4 #>  #> ------checking: ASV3394 #>  #> ------checking: ASV2724 #>  #> ------checking: ASV8394 #>  #> ------checking: ASV3834 #>  #> ------checking: ASV7644 #>  #> ------checking: ASV10534 #>  #> ------checking: ASV9594 #>  #> ------checking: ASV13054 #>  #> ------checking: ASV13384 #>    |                                                           |===========================================       |  85% #>  #> ####processing: ASV798 #####4 #>  #> ---hits: ASV9644 #>  #> ---potential parent: ASV9644 #>  #> ------checking: ASV9644 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV987 #####4 #>  #> ---hits: ASV5234 #>  #> ---potential parent: ASV5234 #>  #> ------checking: ASV5234 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3295454545454554 #>  #> No parent found! #> 4 #>  #> ####processing: ASV998 #####4 #>  #> ---hits: ASV4444 #>  #> ---potential parent: ASV4444 #>  #> ------checking: ASV4444 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.635838150289024 #>  which is OK!4 #>  #> SETTING ASV998 to be an ERROR of ASV444 #> 4 #>    |                                                           |===========================================       |  86% #>  #> ####processing: ASV1024 #####4 #>  #> ---hits: ASV773 #> ---hits: ASV28 #> ---hits: ASV367 #> ---hits: ASV1375 #> ---hits: ASV13764 #>  #> ---potential parent: ASV28 #> ---potential parent: ASV367 #> ---potential parent: ASV773 #> ---potential parent: ASV1376 #> ---potential parent: ASV13754 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 15.793754 #>  which is OK!4 #>  #> SETTING ASV1024 to be an ERROR of ASV28 #> 4 #>  #> ------checking: ASV3674 #>  #> ------checking: ASV7734 #>  #> ------checking: ASV13764 #>  #> ------checking: ASV13754 #>  #> ####processing: ASV1068 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1070 #####4 #>  #> ---hits: ASV52 #> ---hits: ASV159 #> ---hits: ASV8804 #>  #> ---potential parent: ASV52 #> ---potential parent: ASV159 #> ---potential parent: ASV8804 #>  #> ------checking: ASV524 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8804 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1093 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1107 #####4 #>  #> ---hits: ASV116 #> ---hits: ASV596 #> ---hits: ASV1526 #> ---hits: ASV579 #> ---hits: ASV500 #> ---hits: ASV1225 #> ---hits: ASV989 #> ---hits: ASV1178 #> ---hits: ASV653 #> ---hits: ASV8164 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV116 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV596 #> ---potential parent: ASV653 #> ---potential parent: ASV1225 #> ---potential parent: ASV15264 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5964 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12254 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15264 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1132 #####4 #>  #> ---hits: ASV8474 #>  #> ---potential parent: ASV8474 #>  #> ------checking: ASV8474 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1141 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===========================================       |  87% #>  #> ####processing: ASV1169 #####4 #>  #> ---hits: ASV198 #> ---hits: ASV16424 #>  #> ---potential parent: ASV1984 #>  #> ------checking: ASV1984 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 17.25203252032524 #>  which is OK!4 #>  #> SETTING ASV1169 to be an ERROR of ASV198 #> 4 #>  #> ####processing: ASV1200 #####4 #>  #> ---hits: ASV1332 #> ---hits: ASV1562 #> ---hits: ASV1303 #> ---hits: ASV693 #> ---hits: ASV860 #> ---hits: ASV504 #> ---hits: ASV772 #> ---hits: ASV1409 #> ---hits: ASV1458 #> ---hits: ASV7464 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV504 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV860 #> ---potential parent: ASV1303 #> ---potential parent: ASV1562 #> ---potential parent: ASV14584 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV5044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.02173913043478264 #>  #> ------checking: ASV8604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14584 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1229 #####4 #>  #> ---hits: ASV15234 #>  #> ---potential parent: ASV15234 #>  #> ------checking: ASV15234 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |============================================      |  87% #>  #> ####processing: ASV1242 #####4 #>  #> ---hits: ASV15774 #>  #> ---potential parent: ASV15774 #>  #> ------checking: ASV15774 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1265 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1305 #####4 #>  #> ---hits: ASV795 #> ---hits: ASV959 #> ---hits: ASV839 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV383 #> ---hits: ASV764 #> ---hits: ASV1053 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV764 #> ---potential parent: ASV1053 #> ---potential parent: ASV959 #> ---potential parent: ASV795 #> ---potential parent: ASV13384 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV1305 to be an ERROR of ASV81 #> 4 #>  #> ------checking: ASV3394 #>  #> ------checking: ASV2724 #>  #> ------checking: ASV8394 #>  #> ------checking: ASV3834 #>  #> ------checking: ASV7644 #>  #> ------checking: ASV10534 #>  #> ------checking: ASV9594 #>  #> ------checking: ASV7954 #>  #> ------checking: ASV13384 #>    |                                                           |============================================      |  88% #>  #> ####processing: ASV1338 #####4 #>  #> ---hits: ASV839 #> ---hits: ASV795 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV1305 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV959 #> ---hits: ASV383 #> ---hits: ASV10534 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV764 #> ---potential parent: ASV1053 #> ---potential parent: ASV959 #> ---potential parent: ASV795 #> ---potential parent: ASV13054 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1276595744680854 #>  #> ------checking: ASV3834 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10534 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9594 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7954 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13054 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1341 #####4 #>  #> ---hits: ASV14604 #>  #> ---potential parent: ASV14604 #>  #> ------checking: ASV14604 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6489361702127664 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1379 #####4 #>  #> ---hits: ASV710 #> ---hits: ASV5174 #>  #> ---potential parent: ASV517 #> ---potential parent: ASV7104 #>  #> ------checking: ASV5174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7104 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1390 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1401 #####4 #>  #> ---hits: ASV327 #> ---hits: ASV1448 #> ---hits: ASV792 #> ---hits: ASV8834 #>  #> ---potential parent: ASV327 #> ---potential parent: ASV792 #> ---potential parent: ASV8834 #>  #> ------checking: ASV3274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV1401 to be an ERROR of ASV327 #> 4 #>  #> ------checking: ASV7924 #>  #> ------checking: ASV8834 #>  #> ####processing: ASV1458 #####4 #>  #> ---hits: ASV1454 #> ---hits: ASV1558 #> ---hits: ASV1030 #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV693 #> ---hits: ASV1562 #> ---hits: ASV772 #> ---hits: ASV860 #> ---hits: ASV12304 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV1030 #> ---potential parent: ASV860 #> ---potential parent: ASV1558 #> ---potential parent: ASV1303 #> ---potential parent: ASV1562 #> ---potential parent: ASV14544 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1565 #####4 #>  #> ---hits: ASV238 #> ---hits: ASV227 #> ---hits: ASV285 #> ---hits: ASV3054 #>  #> ---potential parent: ASV227 #> ---potential parent: ASV238 #> ---potential parent: ASV2854 #>  #> ------checking: ASV2274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.5416666666666674 #>  #> ------checking: ASV2384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.254 #>  #> ------checking: ASV2854 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |============================================      |  89% #>  #> ####processing: ASV1584 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1609 #####4 #>  #> ---hits: ASV1681 #> ---hits: ASV1146 #> ---hits: ASV4544 #>  #> ---potential parent: ASV1681 #> ---potential parent: ASV454 #> ---potential parent: ASV11464 #>  #> ------checking: ASV16814 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4544 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11464 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1615 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=============================================     |  89% #>  #> ####processing: ASV1636 #####4 #>  #> ---hits: ASV1010 #> ---hits: ASV736 #> ---hits: ASV333 #> ---hits: ASV986 #> ---hits: ASV19 #> ---hits: ASV24 #> ---hits: ASV858 #> ---hits: ASV979 #> ---hits: ASV1271 #> ---hits: ASV2664 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV736 #> ---potential parent: ASV1010 #> ---potential parent: ASV979 #> ---potential parent: ASV12714 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV244 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3334 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9864 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7364 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10104 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12714 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1653 #####4 #>  #> ---hits: ASV1388 #> ---hits: ASV973 #> ---hits: ASV459 #> ---hits: ASV1468 #> ---hits: ASV671 #> ---hits: ASV1261 #> ---hits: ASV552 #> ---hits: ASV592 #> ---hits: ASV697 #> ---hits: ASV3464 #>  #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV697 #> ---potential parent: ASV1261 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV459 #> ---potential parent: ASV671 #> ---potential parent: ASV13884 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4594 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6714 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13884 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1683 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=============================================     |  90% #>  #> ####processing: ASV1704 #####4 #>  #> ---hits: ASV122 #> ---hits: ASV14194 #>  #> ---potential parent: ASV14194 #>  #> ------checking: ASV14194 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1628 #####4 #>  #> ---hits: ASV1109 #> ---hits: ASV1006 #> ---hits: ASV1125 #> ---hits: ASV12334 #>  #> ---potential parent: ASV1109 #> ---potential parent: ASV1233 #> ---potential parent: ASV1006 #> ---potential parent: ASV11254 #>  #> ------checking: ASV11094 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12334 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10064 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11254 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV945 #####4 #>  #> ---hits: ASV15914 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV108 #####4 #>  #> ---hits: ASV82 #> ---hits: ASV856 #> ---hits: ASV851 #> ---hits: ASV1451 #> ---hits: ASV475 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV48 #> ---potential parent: ASV82 #> ---potential parent: ASV851 #> ---potential parent: ASV856 #> ---potential parent: ASV14514 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV484 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV824 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.431574849133744 #>  which is OK!4 #>  #> SETTING ASV108 to be an ERROR of ASV82 #> 4 #>  #> ------checking: ASV8514 #>  #> ------checking: ASV8564 #>  #> ------checking: ASV14514 #>  #> ####processing: ASV122 #####4 #>  #> ---hits: ASV17044 #>  #> ---potential parent: ASV17044 #>  #> ------checking: ASV17044 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV152 #####4 #>  #> ---hits: ASV651 #> ---hits: ASV953 #> ---hits: ASV618 #> ---hits: ASV5924 #>  #> ---potential parent: ASV618 #> ---potential parent: ASV592 #> ---potential parent: ASV953 #> ---potential parent: ASV6514 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6514 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1192939744370054 #>  #> No parent found! #> 4 #>  #> ####processing: ASV168 #####4 #>  #> ---hits: ASV64 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV379 #> ---hits: ASV203 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV99 #> ---potential parent: ASV249 #> ---potential parent: ASV203 #> ---potential parent: ASV580 #> ---potential parent: ASV3794 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.845672575599584 #>  which is OK!4 #>  #> SETTING ASV168 to be an ERROR of ASV64 #> 4 #>  #> ------checking: ASV994 #>  #> ------checking: ASV2494 #>  #> ------checking: ASV2034 #>  #> ------checking: ASV5804 #>  #> ------checking: ASV3794 #>    |                                                           |=============================================     |  91% #>  #> ####processing: ASV207 #####4 #>  #> ---hits: ASV1014 #>  #> ---potential parent: ASV1014 #>  #> ------checking: ASV1014 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.295516925892044 #>  #> No parent found! #> 4 #>  #> ####processing: ASV230 #####4 #>  #> ---hits: ASV234 #>  #> ---potential parent: ASV234 #>  #> ------checking: ASV234 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.0005437737901033174 #>  #> No parent found! #> 4 #>  #> ####processing: ASV242 #####4 #>  #> ---hits: ASV1166 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1218 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV1420 #> ---hits: ASV3584 #>  #> ---potential parent: ASV358 #> ---potential parent: ASV129 #> ---potential parent: ASV1218 #> ---potential parent: ASV632 #> ---potential parent: ASV627 #> ---potential parent: ASV1420 #> ---potential parent: ASV1469 #> ---potential parent: ASV868 #> ---potential parent: ASV11664 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.0005910165484633574 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.0413711583924354 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11664 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |==============================================    |  91% #>  #> ####processing: ASV253 #####4 #>  #> ---hits: ASV1114 #>  #> ---potential parent: ASV1114 #>  #> ------checking: ASV1114 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.02321204516938524 #>  #> No parent found! #> 4 #>  #> ####processing: ASV280 #####4 #>  #> ---hits: ASV284 #> ---hits: ASV754 #>  #> ---potential parent: ASV75 #> ---potential parent: ASV2844 #>  #> ------checking: ASV754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2844 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.9751243781094534 #>  #> No parent found! #> 4 #>  #> ####processing: ASV284 #####4 #>  #> ---hits: ASV280 #> ---hits: ASV754 #>  #> ---potential parent: ASV75 #> ---potential parent: ASV2804 #>  #> ------checking: ASV754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2804 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.025510204081634 #>  which is OK!4 #>  #> SETTING ASV284 to be an ERROR of ASV280 #> 4 #>    |                                                           |==============================================    |  92% #>  #> ####processing: ASV298 #####4 #>  #> ---hits: ASV208 #> ---hits: ASV4584 #>  #> ---potential parent: ASV208 #> ---potential parent: ASV4584 #>  #> ------checking: ASV2084 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.385758998435054 #>  which is OK!4 #>  #> SETTING ASV298 to be an ERROR of ASV208 #> 4 #>  #> ------checking: ASV4584 #>  #> ####processing: ASV305 #####4 #>  #> ---hits: ASV285 #> ---hits: ASV227 #> ---hits: ASV238 #> ---hits: ASV15654 #>  #> ---potential parent: ASV227 #> ---potential parent: ASV238 #> ---potential parent: ASV285 #> ---potential parent: ASV15654 #>  #> ------checking: ASV2274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.002429149797570854 #>  #> ------checking: ASV2384 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2854 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.081781376518224 #>  which is OK!4 #>  #> SETTING ASV305 to be an ERROR of ASV285 #> 4 #>  #> ------checking: ASV15654 #>  #> ####processing: ASV379 #####4 #>  #> ---hits: ASV203 #> ---hits: ASV249 #> ---hits: ASV64 #> ---hits: ASV168 #> ---hits: ASV580 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV99 #> ---potential parent: ASV249 #> ---potential parent: ASV203 #> ---potential parent: ASV580 #> ---potential parent: ASV1684 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6431095406360424 #>  #> ------checking: ASV994 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2494 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.935217903415784 #>  which is OK!4 #>  #> SETTING ASV379 to be an ERROR of ASV249 #> 4 #>  #> ------checking: ASV2034 #>  #> ------checking: ASV5804 #>  #> ------checking: ASV1684 #>  #> ####processing: ASV384 #####4 #>  #> ---hits: ASV616 #> ---hits: ASV1444 #>  #> ---potential parent: ASV144 #> ---potential parent: ASV6164 #>  #> ------checking: ASV1444 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6164 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.4759615384615384 #>  #> No parent found! #> 4 #>  #> ####processing: ASV393 #####4 #>  #> ---hits: ASV7674 #>  #> ---potential parent: ASV7674 #>  #> ------checking: ASV7674 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3555555555555564 #>  #> No parent found! #> 4 #>  #> ####processing: ASV497 #####4 #>  #> ---hits: ASV87 #> ---hits: ASV215 #> ---hits: ASV12284 #>  #> ---potential parent: ASV87 #> ---potential parent: ASV215 #> ---potential parent: ASV12284 #>  #> ------checking: ASV874 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.003454231433506044 #>  #> ------checking: ASV2154 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12284 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV524 #####4 #>  #> ---hits: ASV9184 #>  #> ---potential parent: ASV9184 #>  #> ------checking: ASV9184 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |==============================================    |  93% #>  #> ####processing: ASV537 #####4 #>  #> ---hits: ASV650 #> ---hits: ASV1332 #> ---hits: ASV1030 #> ---hits: ASV1303 #> ---hits: ASV1558 #> ---hits: ASV378 #> ---hits: ASV746 #> ---hits: ASV15624 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV1030 #> ---potential parent: ASV1558 #> ---potential parent: ASV650 #> ---potential parent: ASV1303 #> ---potential parent: ASV15624 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.003960396039603964 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6504 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV552 #####4 #>  #> ---hits: ASV697 #> ---hits: ASV1259 #> ---hits: ASV564 #> ---hits: ASV428 #> ---hits: ASV1468 #> ---hits: ASV1653 #> ---hits: ASV1388 #> ---hits: ASV756 #> ---hits: ASV1495 #> ---hits: ASV9734 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV428 #> ---potential parent: ASV697 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV1259 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV1388 #> ---potential parent: ASV16534 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4284 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13884 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16534 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV557 #####4 #>  #> ---hits: ASV388 #> ---hits: ASV689 #> ---hits: ASV476 #> ---hits: ASV324 #>  #> ---potential parent: ASV32 #> ---potential parent: ASV388 #> ---potential parent: ASV476 #> ---potential parent: ASV6894 #>  #> ------checking: ASV324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3884 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.252066115702484 #>  which is OK!4 #>  #> SETTING ASV557 to be an ERROR of ASV388 #> 4 #>  #> ------checking: ASV4764 #>  #> ------checking: ASV6894 #>    |                                                           |===============================================   |  93% #>  #> ####processing: ASV588 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV619 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV636 #####4 #>  #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV261 #> ---hits: ASV474 #> ---hits: ASV493 #> ---hits: ASV170 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV18 #> ---hits: ASV84 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV493 #> ---potential parent: ASV13654 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.60396039603964 #>  which is OK!4 #>  #> SETTING ASV636 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV184 #>  #> ------checking: ASV944 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ------checking: ASV4744 #>  #> ------checking: ASV3484 #>  #> ------checking: ASV4934 #>  #> ------checking: ASV13654 #>    |                                                           |===============================================   |  94% #>  #> ####processing: ASV651 #####4 #>  #> ---hits: ASV152 #> ---hits: ASV953 #> ---hits: ASV592 #> ---hits: ASV12614 #>  #> ---potential parent: ASV592 #> ---potential parent: ASV953 #> ---potential parent: ASV1261 #> ---potential parent: ASV1524 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1524 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 8.382653061224494 #>  which is OK!4 #>  #> SETTING ASV651 to be an ERROR of ASV152 #> 4 #>  #> ####processing: ASV689 #####4 #>  #> ---hits: ASV476 #> ---hits: ASV557 #> ---hits: ASV388 #> ---hits: ASV324 #>  #> ---potential parent: ASV32 #> ---potential parent: ASV388 #> ---potential parent: ASV476 #> ---potential parent: ASV5574 #>  #> ------checking: ASV324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3884 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.731428571428574 #>  which is OK!4 #>  #> SETTING ASV689 to be an ERROR of ASV388 #> 4 #>  #> ------checking: ASV4764 #>  #> ------checking: ASV5574 #>  #> ####processing: ASV699 #####4 #>  #> ---hits: ASV1314 #> ---hits: ASV4644 #>  #> ---potential parent: ASV464 #> ---potential parent: ASV13144 #>  #> ------checking: ASV4644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13144 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.002932551319648094 #>  #> No parent found! #> 4 #>  #> ####processing: ASV833 #####4 #>  #> ---hits: ASV221 #> ---hits: ASV358 #> ---hits: ASV279 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV133 #> ---hits: ASV797 #> ---hits: ASV776 #> ---hits: ASV556 #> ---hits: ASV9664 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV279 #> ---potential parent: ASV776 #> ---potential parent: ASV133 #> ---potential parent: ASV2214 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01209677419354844 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.008064516129032264 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.004032258064516134 #>  #> ------checking: ASV2794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1334 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2214 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 7.770161290322584 #>  which is OK!4 #>  #> SETTING ASV833 to be an ERROR of ASV221 #> 4 #>  #> ####processing: ASV835 #####4 #>  #> ---hits: ASV357 #> ---hits: ASV6264 #>  #> ---potential parent: ASV357 #> ---potential parent: ASV6264 #>  #> ------checking: ASV3574 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.040322580645164 #>  which is OK!4 #>  #> SETTING ASV835 to be an ERROR of ASV357 #> 4 #>  #> ------checking: ASV6264 #>  #> ####processing: ASV851 #####4 #>  #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV1451 #> ---hits: ASV475 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV48 #> ---potential parent: ASV82 #> ---potential parent: ASV108 #> ---potential parent: ASV856 #> ---potential parent: ASV14514 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV484 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV824 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 30.76987447698744 #>  which is OK!4 #>  #> SETTING ASV851 to be an ERROR of ASV82 #> 4 #>  #> ------checking: ASV1084 #>  #> ------checking: ASV8564 #>  #> ------checking: ASV14514 #>  #> ####processing: ASV856 #####4 #>  #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV851 #> ---hits: ASV1451 #> ---hits: ASV475 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV48 #> ---potential parent: ASV82 #> ---potential parent: ASV108 #> ---potential parent: ASV851 #> ---potential parent: ASV14514 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV484 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV824 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 31.16101694915254 #>  which is OK!4 #>  #> SETTING ASV856 to be an ERROR of ASV82 #> 4 #>  #> ------checking: ASV1084 #>  #> ------checking: ASV8514 #>  #> ------checking: ASV14514 #>    |                                                           |===============================================   |  95% #>  #> ####processing: ASV868 #####4 #>  #> ---hits: ASV627 #> ---hits: ASV632 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV1218 #> ---hits: ASV673 #> ---hits: ASV1420 #> ---hits: ASV5304 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV1218 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV1657 #> ---potential parent: ASV627 #> ---potential parent: ASV1420 #> ---potential parent: ASV14694 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 9.163090128755364 #>  which is OK!4 #>  #> SETTING ASV868 to be an ERROR of ASV129 #> 4 #>  #> ------checking: ASV6734 #>  #> ------checking: ASV5304 #>  #> ------checking: ASV12184 #>  #> ------checking: ASV6324 #>  #> ------checking: ASV6604 #>  #> ------checking: ASV16574 #>  #> ------checking: ASV6274 #>  #> ------checking: ASV14204 #>  #> ------checking: ASV14694 #>  #> ####processing: ASV946 #####4 #>  #> ---hits: ASV127 #> ---hits: ASV1069 #> ---hits: ASV16324 #>  #> ---potential parent: ASV1632 #> ---potential parent: ASV1069 #> ---potential parent: ASV1274 #>  #> ------checking: ASV16324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10694 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1274 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1045 #####4 #>  #> ---hits: ASV41 #> ---hits: ASV251 #> ---hits: ASV1092 #> ---hits: ASV6724 #>  #> ---potential parent: ASV41 #> ---potential parent: ASV251 #> ---potential parent: ASV672 #> ---potential parent: ASV10924 #>  #> ------checking: ASV414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01242236024844724 #>  #> ------checking: ASV2514 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10924 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |================================================  |  95% #>  #> ####processing: ASV1055 #####4 #>  #> ---hits: ASV614 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV244 #> ---hits: ASV766 #> ---hits: ASV139 #> ---hits: ASV744 #> ---hits: ASV12684 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV744 #> ---potential parent: ASV6144 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.9622641509433964 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.7861635220125794 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.006289308176100634 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.04402515723274 #>  which is OK!4 #>  #> SETTING ASV1055 to be an ERROR of ASV667 #> 4 #>  #> ------checking: ASV3414 #>  #> ------checking: ASV4194 #>  #> ------checking: ASV7334 #>  #> ------checking: ASV7444 #>  #> ------checking: ASV6144 #>  #> ####processing: ASV1092 #####4 #>  #> ---hits: ASV251 #> ---hits: ASV41 #> ---hits: ASV672 #> ---hits: ASV10454 #>  #> ---potential parent: ASV41 #> ---potential parent: ASV251 #> ---potential parent: ASV672 #> ---potential parent: ASV10454 #>  #> ------checking: ASV414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.03424657534246584 #>  #> ------checking: ASV2514 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 4.260273972602744 #>  which is OK!4 #>  #> SETTING ASV1092 to be an ERROR of ASV251 #> 4 #>  #> ------checking: ASV6724 #>  #> ------checking: ASV10454 #>  #> ####processing: ASV1102 #####4 #>  #> ---hits: ASV318 #> ---hits: ASV2 #> ---hits: ASV576 #> ---hits: ASV3754 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV375 #> ---potential parent: ASV3184 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.04861111111111114 #>  #> ------checking: ASV5764 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3184 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |================================================  |  96% #>  #> ####processing: ASV1117 #####4 #>  #> ---hits: ASV999 #> ---hits: ASV43 #> ---hits: ASV507 #> ---hits: ASV201 #> ---hits: ASV542 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV667 #> ---hits: ASV14194 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV507 #> ---potential parent: ASV999 #> ---potential parent: ASV201 #> ---potential parent: ASV667 #> ---potential parent: ASV1419 #> ---potential parent: ASV915 #> ---potential parent: ASV13874 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 78.87142857142864 #>  which is OK!4 #>  #> SETTING ASV1117 to be an ERROR of ASV43 #> 4 #>  #> ------checking: ASV5424 #>  #> ------checking: ASV5074 #>  #> ------checking: ASV9994 #>  #> ------checking: ASV2014 #>  #> ------checking: ASV6674 #>  #> ------checking: ASV14194 #>  #> ------checking: ASV9154 #>  #> ------checking: ASV13874 #>  #> ####processing: ASV1118 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1166 #####4 #>  #> ---hits: ASV242 #> ---hits: ASV627 #> ---hits: ASV632 #> ---hits: ASV868 #> ---hits: ASV14694 #>  #> ---potential parent: ASV632 #> ---potential parent: ASV627 #> ---potential parent: ASV1469 #> ---potential parent: ASV242 #> ---potential parent: ASV8684 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2424 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8684 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1178 #####4 #>  #> ---hits: ASV1453 #> ---hits: ASV254 #> ---hits: ASV653 #> ---hits: ASV500 #> ---hits: ASV579 #> ---hits: ASV1107 #> ---hits: ASV1526 #> ---hits: ASV989 #> ---hits: ASV38 #> ---hits: ASV12254 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV653 #> ---potential parent: ASV254 #> ---potential parent: ASV1225 #> ---potential parent: ASV1526 #> ---potential parent: ASV1107 #> ---potential parent: ASV14534 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.370078740157484 #>  which is OK!4 #>  #> SETTING ASV1178 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV5004 #>  #> ------checking: ASV5794 #>  #> ------checking: ASV6534 #>  #> ------checking: ASV2544 #>  #> ------checking: ASV12254 #>  #> ------checking: ASV15264 #>  #> ------checking: ASV11074 #>  #> ------checking: ASV14534 #>  #> ####processing: ASV1181 #####4 #>  #> ---hits: ASV1420 #> ---hits: ASV431 #> ---hits: ASV617 #> ---hits: ASV129 #> ---hits: ASV563 #> ---hits: ASV660 #> ---hits: ASV530 #> ---hits: ASV1657 #> ---hits: ASV673 #> ---hits: ASV12184 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV1218 #> ---potential parent: ASV660 #> ---potential parent: ASV1657 #> ---potential parent: ASV431 #> ---potential parent: ASV617 #> ---potential parent: ASV14204 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16574 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4314 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1215 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1280 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |================================================  |  97% #>  #> ####processing: ASV1281 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1291 #####4 #>  #> ---hits: ASV1405 #> ---hits: ASV653 #> ---hits: ASV643 #> ---hits: ASV1526 #> ---hits: ASV500 #> ---hits: ASV579 #> ---hits: ASV1453 #> ---hits: ASV564 #> ---hits: ASV697 #> ---hits: ASV11074 #>  #> ---potential parent: ASV697 #> ---potential parent: ASV564 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV643 #> ---potential parent: ASV653 #> ---potential parent: ASV1526 #> ---potential parent: ASV1107 #> ---potential parent: ASV1405 #> ---potential parent: ASV14534 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6434 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.485436893203884 #>  which is OK!4 #>  #> SETTING ASV1291 to be an ERROR of ASV653 #> 4 #>  #> ------checking: ASV15264 #>  #> ------checking: ASV11074 #>  #> ------checking: ASV14054 #>  #> ------checking: ASV14534 #>  #> ####processing: ASV1295 #####4 #>  #> ---hits: ASV1576 #> ---hits: ASV5864 #>  #> ---potential parent: ASV586 #> ---potential parent: ASV15764 #>  #> ------checking: ASV5864 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15764 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |================================================= |  97% #>  #> ####processing: ASV1377 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1405 #####4 #>  #> ---hits: ASV1291 #> ---hits: ASV500 #> ---hits: ASV653 #> ---hits: ASV1453 #> ---hits: ASV643 #> ---hits: ASV975 #> ---hits: ASV254 #> ---hits: ASV816 #> ---hits: ASV55 #> ---hits: ASV5644 #>  #> ---potential parent: ASV816 #> ---potential parent: ASV55 #> ---potential parent: ASV975 #> ---potential parent: ASV564 #> ---potential parent: ASV500 #> ---potential parent: ASV643 #> ---potential parent: ASV653 #> ---potential parent: ASV254 #> ---potential parent: ASV1291 #> ---potential parent: ASV14534 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV554 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1071428571428574 #>  #> ------checking: ASV9754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6434 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2544 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14534 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1448 #####4 #>  #> ---hits: ASV1401 #> ---hits: ASV792 #> ---hits: ASV327 #> ---hits: ASV8834 #>  #> ---potential parent: ASV327 #> ---potential parent: ASV792 #> ---potential parent: ASV883 #> ---potential parent: ASV14014 #>  #> ------checking: ASV3274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 144 #>  which is OK!4 #>  #> SETTING ASV1448 to be an ERROR of ASV327 #> 4 #>  #> ------checking: ASV7924 #>  #> ------checking: ASV8834 #>  #> ------checking: ASV14014 #>    |                                                           |================================================= |  98% #>  #> ####processing: ASV1451 #####4 #>  #> ---hits: ASV475 #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV851 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV48 #> ---potential parent: ASV82 #> ---potential parent: ASV108 #> ---potential parent: ASV851 #> ---potential parent: ASV8564 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.974025974025974 #>  which is OK!4 #>  #> SETTING ASV1451 to be an ERROR of ASV475 #> 4 #>  #> ------checking: ASV914 #>  #> ------checking: ASV484 #>  #> ------checking: ASV824 #>  #> ------checking: ASV1084 #>  #> ------checking: ASV8514 #>  #> ------checking: ASV8564 #>  #> ####processing: ASV1453 #####4 #>  #> ---hits: ASV500 #> ---hits: ASV254 #> ---hits: ASV579 #> ---hits: ASV653 #> ---hits: ASV1178 #> ---hits: ASV816 #> ---hits: ASV55 #> ---hits: ASV1225 #> ---hits: ASV989 #> ---hits: ASV8654 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV55 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV653 #> ---potential parent: ASV865 #> ---potential parent: ASV254 #> ---potential parent: ASV1225 #> ---potential parent: ASV11784 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1168831168831174 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.194805194805194 #>  which is OK!4 #>  #> SETTING ASV1453 to be an ERROR of ASV816 #> 4 #>  #> ------checking: ASV554 #>  #> ------checking: ASV5004 #>  #> ------checking: ASV5794 #>  #> ------checking: ASV6534 #>  #> ------checking: ASV8654 #>  #> ------checking: ASV2544 #>  #> ------checking: ASV12254 #>  #> ------checking: ASV11784 #>  #> ####processing: ASV1470 #####4 #>  #> ---hits: ASV895 #> ---hits: ASV1239 #> ---hits: ASV892 #> ---hits: ASV1563 #> ---hits: ASV1510 #> ---hits: ASV1438 #> ---hits: ASV1437 #> ---hits: ASV1471 #> ---hits: ASV605 #> ---hits: ASV10314 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV605 #> ---potential parent: ASV1510 #> ---potential parent: ASV1239 #> ---potential parent: ASV1437 #> ---potential parent: ASV1471 #> ---potential parent: ASV15634 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01333333333333334 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2266666666666674 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.746666666666674 #>  which is OK!4 #>  #> SETTING ASV1470 to be an ERROR of ASV895 #> 4 #>  #> ------checking: ASV14384 #>  #> ------checking: ASV6054 #>  #> ------checking: ASV15104 #>  #> ------checking: ASV12394 #>  #> ------checking: ASV14374 #>  #> ------checking: ASV14714 #>  #> ------checking: ASV15634 #>  #> ####processing: ASV1471 #####4 #>  #> ---hits: ASV1563 #> ---hits: ASV605 #> ---hits: ASV1437 #> ---hits: ASV892 #> ---hits: ASV895 #> ---hits: ASV1510 #> ---hits: ASV1438 #> ---hits: ASV1239 #> ---hits: ASV1470 #> ---hits: ASV10314 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV605 #> ---potential parent: ASV1510 #> ---potential parent: ASV1239 #> ---potential parent: ASV1437 #> ---potential parent: ASV1470 #> ---potential parent: ASV15634 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01333333333333334 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2266666666666674 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.746666666666674 #>  which is OK!4 #>  #> SETTING ASV1471 to be an ERROR of ASV895 #> 4 #>  #> ------checking: ASV14384 #>  #> ------checking: ASV6054 #>  #> ------checking: ASV15104 #>  #> ------checking: ASV12394 #>  #> ------checking: ASV14374 #>  #> ------checking: ASV14704 #>  #> ------checking: ASV15634 #>  #> ####processing: ASV1485 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1561 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1563 #####4 #>  #> ---hits: ASV1471 #> ---hits: ASV892 #> ---hits: ASV895 #> ---hits: ASV1510 #> ---hits: ASV1437 #> ---hits: ASV605 #> ---hits: ASV1438 #> ---hits: ASV1470 #> ---hits: ASV1031 #> ---hits: ASV12394 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV605 #> ---potential parent: ASV1510 #> ---potential parent: ASV1239 #> ---potential parent: ASV1437 #> ---potential parent: ASV1470 #> ---potential parent: ASV14714 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01724137931034484 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2931034482758624 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.551724137931034 #>  which is OK!4 #>  #> SETTING ASV1563 to be an ERROR of ASV895 #> 4 #>  #> ------checking: ASV14384 #>  #> ------checking: ASV6054 #>  #> ------checking: ASV15104 #>  #> ------checking: ASV12394 #>  #> ------checking: ASV14374 #>  #> ------checking: ASV14704 #>  #> ------checking: ASV14714 #>    |                                                           |================================================= |  99% #>  #> ####processing: ASV1583 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1591 #####4 #>  #> ---hits: ASV9454 #>  #> ---potential parent: ASV9454 #>  #> ------checking: ASV9454 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1611 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==================================================|  99% #>  #> ####processing: ASV1627 #####4 #>  #> ---hits: ASV12704 #>  #> ---potential parent: ASV12704 #>  #> ------checking: ASV12704 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.627906976744194 #>  which is OK!4 #>  #> SETTING ASV1627 to be an ERROR of ASV1270 #> 4 #>  #> ####processing: ASV1642 #####4 #>  #> ---hits: ASV360 #> ---hits: ASV198 #> ---hits: ASV14954 #>  #> ---potential parent: ASV1495 #> ---potential parent: ASV198 #> ---potential parent: ASV3604 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1984 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3604 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1662 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==================================================| 100% #>  #> ####processing: ASV1665 #####4 #>  #> ---hits: ASV29 #> ---hits: ASV633 #> ---hits: ASV2944 #>  #> ---potential parent: ASV29 #> ---potential parent: ASV633 #> ---potential parent: ASV2944 #>  #> ------checking: ASV294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.65517241379314 #>  which is OK!4 #>  #> SETTING ASV1665 to be an ERROR of ASV29 #> 4 #>  #> ------checking: ASV6334 #>  #> ------checking: ASV2944 #>  #> ####processing: ASV765 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV739 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1726 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #> $new_physeq #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 549 taxa and 185 samples ] #> sample_data() Sample Data:       [ 185 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 549 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 549 reference sequences ] #>  #> $discrepancy_vector #>             Domain             Phylum              Class              Order  #>          1.0000000          0.8823529          0.6960784          0.6764706  #>             Family              Genus            Species       Trophic.Mode  #>          0.6831683          0.6568627          0.6078431          0.7549020  #>              Guild              Trait Confidence.Ranking      Genus_species  #>          0.7254902          0.8529412          0.8235294          0.6078431  #>  #> $res_lulu #> $res_lulu$curated_table #>         A10.005.B_S188_MERGED.fastq.gz A10.005.H_S189_MERGED.fastq.gz #> ASV1004                              1                              0 #> ASV1006                              0                              0 #> ASV1007                              0                              0 #> ASV101                               0                              0 #> ASV1011                              0                              0 #> ASV1014                              0                              3 #> ASV1015                              0                              0 #> ASV1017                              0                              0 #> ASV1020                              0                              0 #> ASV1022                              0                              0 #> ASV1023                              0                              0 #> ASV1030                              0                              0 #> ASV1031                              0                              0 #> ASV1035                              0                              0 #> ASV1036                              0                              0 #> ASV1037                              0                              0 #> ASV104                               0                              0 #> ASV1045                              0                              0 #> ASV105                               0                              0 #> ASV1052                              0                              0 #> ASV1053                              0                              0 #> ASV1058                              0                              0 #> ASV1059                              0                              0 #> ASV1063                              0                              0 #> ASV1067                              0                              0 #> ASV1068                              0                              0 #> ASV1069                              0                              0 #> ASV107                               0                              0 #> ASV1070                              0                              0 #> ASV1074                              0                              0 #> ASV1079                              0                              0 #> ASV1085                              0                              0 #> ASV1093                              0                              0 #> ASV1097                              0                              0 #> ASV1102                              0                              0 #> ASV1107                              0                              0 #> ASV1108                              0                              0 #> ASV1109                              0                              0 #> ASV111                               0                              7 #> ASV1111                              0                              0 #> ASV1118                              0                              0 #> ASV1125                              0                              0 #> ASV1128                              0                              0 #> ASV1129                              0                              0 #> ASV113                               0                              5 #> ASV1132                              0                              0 #> ASV1133                              0                              0 #> ASV1134                              0                              0 #> ASV1141                              0                              0 #> ASV1143                              0                              0 #> ASV1144                              0                              0 #> ASV1146                              0                              0 #> ASV1152                              0                             83 #> ASV1155                              0                              0 #> ASV116                               0                              1 #> ASV1164                              0                              0 #> ASV1166                              0                              0 #> ASV1167                              0                              0 #> ASV1173                              0                              0 #> ASV1176                              0                              0 #> ASV1179                              0                              0 #> ASV1181                              0                              0 #> ASV119                               0                              0 #> ASV1190                              0                              0 #> ASV1192                              5                              0 #> ASV1198                              0                              0 #> ASV12                                0                              1 #> ASV1200                              0                              0 #> ASV1205                              0                              0 #> ASV1212                              0                              0 #> ASV1213                              0                              0 #> ASV1215                              0                              0 #> ASV1218                              0                              0 #> ASV122                               0                              0 #> ASV1223                              0                              0 #> ASV1224                              0                              0 #> ASV1225                              0                              0 #> ASV1229                              0                              0 #> ASV1230                              0                              3 #> ASV1233                              0                              0 #> ASV1234                              0                              0 #> ASV1236                             11                              0 #> ASV1239                              0                              0 #> ASV124                               0                              0 #> ASV1242                              6                              0 #> ASV1253                              0                              0 #> ASV1259                              0                              0 #> ASV1263                              0                              0 #> ASV1265                              0                              0 #> ASV127                               0                              0 #> ASV1270                              0                              0 #> ASV1272                              0                              0 #> ASV1278                              1                              0 #> ASV1279                              0                              0 #> ASV1280                              0                              0 #> ASV1281                              0                              0 #> ASV1289                              0                              0 #> ASV129                               0                              0 #> ASV1290                              0                              0 #> ASV1294                              0                              0 #> ASV1295                              0                              0 #> ASV1297                              0                              0 #> ASV1300                              0                              0 #> ASV1302                              0                              0 #> ASV1303                              0                              0 #> ASV1304                              0                              0 #> ASV131                               0                              0 #> ASV1311                              0                              0 #> ASV1313                              0                              0 #> ASV1314                              0                              0 #> ASV1315                              0                              0 #> ASV1319                              0                              0 #> ASV1320                              0                              0 #> ASV1321                              0                              0 #> ASV133                               0                              0 #> ASV1332                              0                              0 #> ASV1338                              0                              0 #> ASV1340                              0                              0 #> ASV1341                              0                              0 #> ASV1356                              0                              0 #> ASV1359                              0                              0 #> ASV1365                              0                              1 #> ASV1369                              0                              0 #> ASV137                               0                              0 #> ASV1370                              0                              0 #> ASV1377                              0                              0 #> ASV1379                              0                              0 #> ASV1380                              0                              0 #> ASV1386                              0                             29 #> ASV1388                              0                              0 #> ASV139                               0                              0 #> ASV1390                              0                              0 #> ASV1396                              0                              0 #> ASV1403                              0                              0 #> ASV1404                              0                              0 #> ASV1405                              0                              0 #> ASV1409                              0                              0 #> ASV1410                              0                              0 #> ASV1419                              0                              0 #> ASV142                               0                              0 #> ASV1420                              0                              0 #> ASV1421                              0                              0 #> ASV1422                              0                              0 #> ASV1423                              0                              0 #> ASV1424                              0                              0 #> ASV1427                              0                              0 #> ASV1428                              0                              0 #> ASV143                               0                              0 #> ASV1434                              0                              0 #> ASV1437                              0                              0 #> ASV1438                              0                              0 #> ASV144                               0                              0 #> ASV145                               0                              0 #> ASV1454                              0                              0 #> ASV1455                              0                              0 #> ASV1458                              0                              0 #> ASV1459                              0                              0 #> ASV1460                              0                              0 #> ASV1461                              0                              0 #> ASV1462                              0                              0 #> ASV1468                              0                              0 #> ASV1469                              0                              0 #> ASV147                               0                              0 #> ASV148                               0                              0 #> ASV1483                              0                              1 #> ASV1484                              0                              0 #> ASV1485                              0                              0 #> ASV1493                              0                              0 #> ASV1495                              0                              0 #> ASV1507                              0                              0 #> ASV151                               0                              0 #> ASV1510                              0                              0 #> ASV1518                              0                              0 #> ASV152                               0                              0 #> ASV1523                              0                              0 #> ASV1526                              0                              0 #> ASV1532                              0                              0 #> ASV1537                              0                              0 #> ASV1543                              0                              0 #> ASV1545                              0                              0 #> ASV1548                              0                              0 #> ASV1550                              0                              0 #> ASV1552                              0                              0 #> ASV1553                              0                              0 #> ASV1557                              0                              0 #> ASV1558                              0                              0 #> ASV1561                              0                              0 #> ASV1562                              0                              0 #> ASV1564                              0                              0 #> ASV1565                              0                              0 #> ASV1574                              0                              0 #> ASV1576                              0                              0 #> ASV1577                              0                              0 #> ASV1583                              0                              0 #> ASV1584                              0                              0 #> ASV1586                              0                              0 #> ASV1588                              0                              0 #> ASV159                               0                              0 #> ASV1591                              0                              0 #> ASV1603                              0                              0 #> ASV1609                              0                              0 #> ASV1611                              0                              0 #> ASV1615                              0                              0 #> ASV162                               0                              0 #> ASV1624                              0                              0 #> ASV1628                              0                              0 #> ASV1630                              0                              0 #> ASV1632                              0                              0 #> ASV1635                              0                              0 #> ASV1636                              0                              0 #> ASV1642                              0                              0 #> ASV1644                             11                              0 #> ASV1645                              0                              0 #> ASV1650                              0                              0 #> ASV1653                              0                              0 #> ASV1658                              0                              0 #> ASV1662                              0                              0 #> ASV1667                              0                              0 #> ASV1674                              0                              0 #> ASV1681                              0                              0 #> ASV1683                              0                              0 #> ASV1684                              0                              0 #> ASV1690                              0                              0 #> ASV1697                              0                              0 #> ASV170                             104                              0 #> ASV1704                              0                              0 #> ASV171                               0                              0 #> ASV1712                              0                              0 #> ASV172                               0                              0 #> ASV1726                              0                              0 #> ASV175                               0                              0 #> ASV176                               0                              0 #> ASV178                               0                              0 #> ASV179                               0                              0 #> ASV18                               33                              0 #> ASV19                                0                              0 #> ASV192                               0                              0 #> ASV193                               0                              0 #> ASV194                               0                              0 #> ASV196                               0                              0 #> ASV198                               0                              0 #> ASV199                               0                              0 #> ASV2                                 1                             23 #> ASV201                               0                              0 #> ASV202                               0                              0 #> ASV203                               0                              0 #> ASV205                               0                              0 #> ASV207                               0                              0 #> ASV208                               0                              0 #> ASV210                               0                              0 #> ASV215                               0                              0 #> ASV219                               0                              0 #> ASV221                               0                              0 #> ASV222                               0                              0 #> ASV223                               0                              0 #> ASV224                               0                              0 #> ASV227                               0                              0 #> ASV23                                0                              0 #> ASV230                               0                              0 #> ASV235                               0                              0 #> ASV238                               0                              0 #> ASV24                                0                              0 #> ASV242                               0                              0 #> ASV244                               0                              0 #> ASV248                               0                              0 #> ASV249                               0                              0 #> ASV25                                0                              0 #> ASV251                               3                              0 #> ASV253                               0                              0 #> ASV254                               0                              0 #> ASV255                               0                              0 #> ASV26                              465                              0 #> ASV261                              25                              0 #> ASV264                               0                              0 #> ASV266                               0                              0 #> ASV27                                0                              0 #> ASV271                               0                              0 #> ASV272                               0                              0 #> ASV279                               0                              0 #> ASV28                                1                              0 #> ASV280                               0                              0 #> ASV285                               0                              0 #> ASV286                               0                              0 #> ASV288                               0                              0 #> ASV29                                0                              0 #> ASV292                               0                              0 #> ASV297                               0                              0 #> ASV310                               0                              0 #> ASV311                               0                              0 #> ASV313                               0                              0 #> ASV314                               0                              0 #> ASV318                               0                              0 #> ASV32                                0                              0 #> ASV320                               0                              0 #> ASV322                               0                              0 #> ASV327                               0                              0 #> ASV329                               0                              0 #> ASV33                                0                              0 #> ASV334                               0                              0 #> ASV338                               0                              0 #> ASV339                               0                              0 #> ASV341                               0                              0 #> ASV344                               0                              0 #> ASV346                               0                             11 #> ASV35                                0                              0 #> ASV355                               0                              0 #> ASV357                               0                              0 #> ASV358                               0                              0 #> ASV359                               0                              0 #> ASV360                               0                              0 #> ASV365                               0                              0 #> ASV367                               0                              0 #> ASV368                               0                              0 #> ASV377                               0                              0 #> ASV378                               0                              0 #> ASV38                                0                              9 #> ASV383                               0                              0 #> ASV384                               0                              0 #> ASV388                               0                              0 #> ASV393                               0                              0 #> ASV399                               0                              0 #> ASV402                               0                              0 #> ASV404                               0                              0 #> ASV405                               0                              0 #> ASV41                                6                              0 #> ASV419                               0                              0 #> ASV42                                0                              0 #> ASV420                               0                              0 #> ASV422                               0                              0 #> ASV427                               0                              0 #> ASV428                               0                              0 #> ASV43                                0                              0 #> ASV431                               0                              0 #> ASV440                               0                              0 #> ASV443                               0                              0 #> ASV444                               0                              0 #> ASV45                                0                              0 #> ASV454                               0                              0 #> ASV458                               0                              0 #> ASV459                               0                              0 #> ASV46                                0                              0 #> ASV461                               0                              0 #> ASV462                               0                              0 #> ASV464                               0                              0 #> ASV47                                0                              0 #> ASV475                               0                              0 #> ASV477                               0                              0 #> ASV48                                0                              0 #> ASV483                               0                              0 #> ASV488                               0                              0 #> ASV489                               0                              0 #> ASV49                                0                              0 #> ASV497                               0                              0 #> ASV50                                0                              0 #> ASV500                               0                             41 #> ASV504                               0                              0 #> ASV505                               0                              0 #> ASV507                               0                              0 #> ASV509                               0                              0 #> ASV515                               0                              0 #> ASV517                               0                              0 #> ASV52                                0                              0 #> ASV523                               0                              0 #> ASV524                               0                              0 #> ASV526                               0                              0 #> ASV53                                0                              0 #> ASV530                               0                              0 #> ASV533                               0                              0 #> ASV537                               0                              0 #> ASV542                               0                              0 #> ASV543                               0                              0 #> ASV545                               0                              0 #> ASV546                               0                              0 #> ASV549                               0                              0 #> ASV55                                0                              0 #> ASV552                               0                            489 #> ASV556                               0                              0 #> ASV559                               0                              0 #> ASV563                              13                              0 #> ASV564                               0                              0 #> ASV566                               0                              0 #> ASV567                               0                              0 #> ASV569                               0                              0 #> ASV570                               0                              2 #> ASV577                               0                              0 #> ASV578                               0                              0 #> ASV579                               0                              0 #> ASV58                                0                              0 #> ASV586                               0                              0 #> ASV588                               0                              0 #> ASV59                                0                              0 #> ASV591                               0                              0 #> ASV592                               0                              4 #> ASV596                               0                              0 #> ASV598                               0                              0 #> ASV60                                0                              0 #> ASV602                               0                              0 #> ASV604                               0                              0 #> ASV605                               0                              0 #> ASV61                                0                              0 #> ASV614                               0                              0 #> ASV615                               0                              0 #> ASV616                               0                              0 #> ASV617                               0                              0 #> ASV618                               0                             11 #> ASV619                               0                              0 #> ASV626                               0                              0 #> ASV627                               0                              0 #> ASV631                               0                              0 #> ASV632                               0                              0 #> ASV633                               0                              0 #> ASV635                               0                              0 #> ASV637                               0                              0 #> ASV64                                0                              0 #> ASV641                               0                              0 #> ASV643                               0                              0 #> ASV65                                0                              0 #> ASV650                               0                              0 #> ASV652                               0                              0 #> ASV653                               0                              0 #> ASV654                               0                              0 #> ASV662                               0                              0 #> ASV665                               0                              0 #> ASV667                               0                              0 #> ASV67                                0                              0 #> ASV672                             319                              0 #> ASV673                               0                              0 #> ASV685                               0                              0 #> ASV686                               0                              0 #> ASV687                               0                              0 #> ASV69                                0                              0 #> ASV692                               0                              0 #> ASV693                               0                              0 #> ASV694                               0                              0 #> ASV697                               0                              0 #> ASV699                               0                              0 #> ASV710                               0                              0 #> ASV711                               0                              0 #> ASV715                               0                              0 #> ASV717                               0                              0 #> ASV720                               0                              0 #> ASV722                               0                              0 #> ASV724                               0                              0 #> ASV726                               0                              0 #> ASV727                               0                              0 #> ASV729                               0                              0 #> ASV730                               0                              0 #> ASV731                               0                              0 #> ASV733                               0                              0 #> ASV737                               0                              0 #> ASV739                               0                              0 #> ASV741                               0                              0 #> ASV743                               0                              0 #> ASV744                               0                              0 #> ASV746                               0                              0 #> ASV748                               0                              0 #> ASV749                               0                              0 #> ASV75                                0                              0 #> ASV752                               0                              0 #> ASV753                               0                              0 #> ASV756                              49                              0 #> ASV758                               0                              0 #> ASV760                               0                              0 #> ASV762                               0                              0 #> ASV765                               0                              0 #> ASV766                               0                              0 #> ASV767                               0                              0 #> ASV771                               0                              0 #> ASV772                               0                              0 #> ASV773                               0                              0 #> ASV78                                0                              0 #> ASV780                               0                              0 #> ASV784                               0                              0 #> ASV785                               0                              0 #> ASV787                               0                              0 #> ASV790                               0                              0 #> ASV792                               0                              0 #> ASV796                               0                              0 #> ASV797                               0                              0 #> ASV798                               0                              0 #> ASV8                               693                              9 #> ASV801                               0                              0 #> ASV81                                0                              0 #> ASV816                               0                              0 #> ASV817                               0                              0 #> ASV82                                0                              0 #> ASV823                               0                              0 #> ASV828                               0                              0 #> ASV829                               2                              0 #> ASV832                               0                              0 #> ASV834                               0                              0 #> ASV837                               0                              0 #> ASV839                               0                              0 #> ASV840                               0                              0 #> ASV845                               0                              0 #> ASV847                               0                              0 #> ASV85                                0                              0 #> ASV854                               0                              0 #> ASV859                               0                              0 #> ASV860                               0                              0 #> ASV865                               0                              0 #> ASV87                                0                              0 #> ASV870                               0                              0 #> ASV874                               0                              0 #> ASV875                               0                              0 #> ASV880                               0                              0 #> ASV883                               0                              0 #> ASV884                               0                              0 #> ASV89                                0                              0 #> ASV891                               0                              0 #> ASV892                               0                              0 #> ASV895                               0                              0 #> ASV898                               0                              0 #> ASV899                               0                              0 #> ASV903                               0                              0 #> ASV904                               0                              0 #> ASV906                               0                              0 #> ASV91                                0                              0 #> ASV914                               0                              0 #> ASV917                               0                              0 #> ASV918                               0                              0 #> ASV92                                0                              0 #> ASV926                               0                              0 #> ASV927                               0                              0 #> ASV930                               0                              0 #> ASV932                               0                              0 #> ASV934                               0                              0 #> ASV94                              161                              0 #> ASV940                               0                              0 #> ASV942                               0                              0 #> ASV943                               0                              0 #> ASV945                               0                              0 #> ASV946                             197                              0 #> ASV950                               0                              0 #> ASV953                               0                              7 #> ASV961                               0                              0 #> ASV964                               0                              0 #> ASV966                               0                              0 #> ASV969                               0                             92 #> ASV973                               0                              0 #>         A10.005.M_S190_MERGED.fastq.gz A12.007_S191_MERGED.fastq.gz #> ASV1004                              0                            0 #> ASV1006                              0                            0 #> ASV1007                              0                           68 #> ASV101                               0                            0 #> ASV1011                              0                            0 #> ASV1014                              0                            0 #> ASV1015                              0                            1 #> ASV1017                              0                            0 #> ASV1020                              0                            0 #> ASV1022                              0                            0 #> ASV1023                              0                            0 #> ASV1030                              0                            0 #> ASV1031                              0                            0 #> ASV1035                              0                           25 #> ASV1036                              0                            0 #> ASV1037                              0                            0 #> ASV104                               0                            0 #> ASV1045                              0                            0 #> ASV105                               0                            0 #> ASV1052                              0                            0 #> ASV1053                              0                            0 #> ASV1058                              0                            0 #> ASV1059                              0                            0 #> ASV1063                              0                            0 #> ASV1067                              0                            0 #> ASV1068                              0                            0 #> ASV1069                              0                            0 #> ASV107                               0                            0 #> ASV1070                              0                            0 #> ASV1074                              1                            2 #> ASV1079                              0                            0 #> ASV1085                              0                            3 #> ASV1093                              0                            0 #> ASV1097                              0                            0 #> ASV1102                              0                            0 #> ASV1107                              0                            0 #> ASV1108                              1                            1 #> ASV1109                              0                            0 #> ASV111                               0                            0 #> ASV1111                              0                            0 #> ASV1118                              0                            0 #> ASV1125                              0                            0 #> ASV1128                              0                            0 #> ASV1129                              0                            0 #> ASV113                               0                            0 #> ASV1132                              0                            0 #> ASV1133                              0                            0 #> ASV1134                              0                            0 #> ASV1141                              0                            0 #> ASV1143                              0                            0 #> ASV1144                              0                            0 #> ASV1146                              0                            0 #> ASV1152                              0                            1 #> ASV1155                              0                            7 #> ASV116                               0                            0 #> ASV1164                              0                            0 #> ASV1166                              0                            0 #> ASV1167                              0                            0 #> ASV1173                              0                            0 #> ASV1176                              0                            0 #> ASV1179                              0                            0 #> ASV1181                              0                            0 #> ASV119                               0                            0 #> ASV1190                              0                            0 #> ASV1192                              0                            0 #> ASV1198                              0                            0 #> ASV12                                0                         3292 #> ASV1200                              0                            0 #> ASV1205                              0                            0 #> ASV1212                              0                            0 #> ASV1213                              0                            0 #> ASV1215                              0                            0 #> ASV1218                              0                            0 #> ASV122                               0                            0 #> ASV1223                              0                            0 #> ASV1224                              0                            0 #> ASV1225                              0                            0 #> ASV1229                              0                            0 #> ASV1230                              0                            0 #> ASV1233                              0                            0 #> ASV1234                              0                            0 #> ASV1236                              0                            0 #> ASV1239                              0                            0 #> ASV124                               0                            0 #> ASV1242                              0                            0 #> ASV1253                              0                            0 #> ASV1259                              0                            0 #> ASV1263                              0                            0 #> ASV1265                              0                            0 #> ASV127                               0                            0 #> ASV1270                              0                            0 #> ASV1272                              0                            0 #> ASV1278                              0                            0 #> ASV1279                              0                            0 #> ASV1280                              0                            0 #> ASV1281                              0                            0 #> ASV1289                              0                            0 #> ASV129                               0                            0 #> ASV1290                              0                            0 #> ASV1294                              0                            0 #> ASV1295                              0                            0 #> ASV1297                              0                            0 #> ASV1300                              0                            0 #> ASV1302                              0                            0 #> ASV1303                              0                            0 #> ASV1304                              0                            0 #> ASV131                               0                            0 #> ASV1311                              0                            0 #> ASV1313                              0                            0 #> ASV1314                              0                            0 #> ASV1315                              0                            0 #> ASV1319                              0                            1 #> ASV1320                              0                            0 #> ASV1321                              0                            0 #> ASV133                               0                            0 #> ASV1332                              0                            0 #> ASV1338                              0                            0 #> ASV1340                              0                            0 #> ASV1341                              0                            0 #> ASV1356                              0                            0 #> ASV1359                              0                           46 #> ASV1365                              0                            0 #> ASV1369                              0                            0 #> ASV137                               0                            0 #> ASV1370                              0                            0 #> ASV1377                              0                            0 #> ASV1379                              0                            0 #> ASV1380                              0                            0 #> ASV1386                              0                            0 #> ASV1388                              0                            0 #> ASV139                               0                            0 #> ASV1390                              0                            0 #> ASV1396                              0                            0 #> ASV1403                              0                            0 #> ASV1404                              0                            0 #> ASV1405                              0                            0 #> ASV1409                              0                            4 #> ASV1410                              0                            0 #> ASV1419                              0                            0 #> ASV142                               0                            0 #> 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                     34                             0 #> ASV1234                          0                             0 #> ASV1236                          0                             0 #> ASV1239                          0                             0 #> ASV124                           0                             0 #> ASV1242                          0                             0 #> ASV1253                          3                             0 #> ASV1259                          0                             0 #> ASV1263                          0                             0 #> ASV1265                          0                             0 #> ASV127                           0                             0 #> ASV1270                          0                             0 #> ASV1272                          0                             0 #> ASV1278                          0                             0 #> ASV1279                          0                            21 #> ASV1280                          0                             0 #> ASV1281                          0                             0 #> ASV1289                          0                             0 #> ASV129                           0                             0 #> ASV1290                          0                             0 #> ASV1294                          0                             0 #> ASV1295                          0                             0 #> ASV1297                          0                             0 #> ASV1300                          2                             0 #> ASV1302                          0                             1 #> ASV1303                          0                             0 #> ASV1304                          0                             0 #> ASV131                           0                             0 #> ASV1311                          0                             0 #> ASV1313                          0       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2                              0 #> ASV1683                               0                              0 #> ASV1684                               0                              0 #> ASV1690                               0                              0 #> ASV1697                               0                              0 #> ASV170                                0                              0 #> ASV1704                               0                              0 #> ASV171                                0                              0 #> ASV1712                               0                              0 #> ASV172                                0                              0 #> ASV1726                               0                              0 #> ASV175                                0                              0 #> ASV176                                0                              0 #> ASV178                                0                              0 #> 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                           20                             2 #> ASV834                               0                             0 #> ASV837                               0                             0 #> ASV839                               0                             0 #> ASV840                               0                             0 #> ASV845                               0                             0 #> ASV847                               0                             0 #> ASV85                                0                             0 #> ASV854                               0                             0 #> ASV859                               0                             0 #> ASV860                             128                             0 #> ASV865                               0                             0 #> ASV87                                0                             0 #> ASV870                               0                             0 #> 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                             6                             0 #> ASV1390                             0                             0 #> ASV1396                             0                             0 #> ASV1403                             0                             0 #> ASV1404                             0                             0 #> ASV1405                             0                             0 #> ASV1409                             0                             0 #> ASV1410                             0                             0 #> ASV1419                             0                             0 #> ASV142                              0                             0 #> ASV1420                             0                             0 #> ASV1421                             0                             0 #> ASV1422                             0                             0 #> ASV1423                             0                             0 #> ASV1424       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                        0 #> ASV1611                             0                             0 #> ASV1615                             0                             6 #> ASV162                              0                             0 #> ASV1624                             0                             0 #> ASV1628                             0                             0 #> ASV1630                             0                             0 #> ASV1632                             0                             0 #> ASV1635                             0                             0 #> ASV1636                             0                             0 #> ASV1642                             0                             0 #> ASV1644                             0                             0 #> ASV1645                             0                             0 #> ASV1650                             0                             0 #> ASV1653                             0            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        393 #> ASV1726                             0                             0 #> ASV175                              0                             0 #> ASV176                              0                             0 #> ASV178                              1                             0 #> ASV179                              0                             0 #> ASV18                               0                             8 #> ASV19                               0                             6 #> ASV192                              0                             0 #> ASV193                              0                             0 #> ASV194                              0                             0 #> ASV196                              0                             0 #> ASV198                              0                             0 #> ASV199                              0                             0 #> ASV2                                5                            98 #> ASV201                              0                             0 #> ASV202                              0                             0 #> ASV203                              0                             0 #> ASV205                              0                             0 #> ASV207                              0                             0 #> ASV208                              0                           400 #> ASV210                              0                             0 #> ASV215                              0                             0 #> ASV219                              0                             0 #> ASV221                              0                             0 #> ASV222                              0                             0 #> ASV223                              0                             0 #> ASV224                              0                             0 #> ASV227                              6                             0 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#> ASV1359                             0                             0 #> ASV1365                             0                             0 #> ASV1369                             0                             0 #> ASV137                              0                             0 #> ASV1370                             0                             0 #> ASV1377                             0                             0 #> ASV1379                             0                             0 #> ASV1380                             0                             0 #> ASV1386                             0                             0 #> ASV1388                             0                             0 #> ASV139                              0                            11 #> ASV1390                             0                             0 #> ASV1396                             0                             0 #> ASV1403                             0                             0 #> ASV1404                             0                            24 #> ASV1405                             0                             0 #> ASV1409                             0                             0 #> ASV1410                             0                             0 #> ASV1419                             0                            48 #> ASV142                              0                             0 #> ASV1420                             0                             0 #> ASV1421                             0                             0 #> ASV1422                             0                             0 #> ASV1423                             0                             0 #> ASV1424                             0                             0 #> ASV1427                             5                             8 #> ASV1428                             0                             0 #> ASV143                              0                             0 #> ASV1434                             0                             0 #> ASV1437                             0                             0 #> ASV1438                             0                            19 #> ASV144                              0                             0 #> ASV145                              0                             0 #> ASV1454                             0                             0 #> ASV1455                             0                             0 #> ASV1458                             0                             0 #> ASV1459                             0                             0 #> ASV1460                             0                             0 #> ASV1461                             0                             0 #> ASV1462                             0                             0 #> ASV1468                             0                             0 #> ASV1469                             0                             0 #> ASV147 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                      0                             0 #> ASV1537                             0                             0 #> ASV1543                             0                             0 #> ASV1545                             0                             0 #> ASV1548                             0                             0 #> ASV1550                             0                             0 #> ASV1552                             0                             0 #> ASV1553                             0                             0 #> ASV1557                             0                             0 #> ASV1558                             0                             0 #> ASV1561                             0                             0 #> ASV1562                             0                             0 #> ASV1564                            17                             0 #> ASV1565                             0                             0 #> ASV1574                             0                             0 #> ASV1576                             0                             0 #> ASV1577                             0                             0 #> ASV1583                             0                             0 #> ASV1584                             0                             0 #> ASV1586                             0                             0 #> ASV1588                             0                             0 #> ASV159                              0                             0 #> ASV1591                             0                             0 #> ASV1603                             0                             0 #> ASV1609                             0                             0 #> ASV1611                             0                             0 #> ASV1615                             0                             0 #> ASV162                              0                             0 #> ASV1624                             0                             0 #> ASV1628                             0                             0 #> ASV1630                             0                             0 #> ASV1632                             0                             0 #> ASV1635                             0                             0 #> ASV1636                             0                             0 #> ASV1642                             0                             0 #> ASV1644                             0                             0 #> ASV1645                             0                             0 #> ASV1650                             0                             0 #> ASV1653                             0                             0 #> ASV1658                             0                             1 #> ASV1662                             0                             0 #> ASV1667                             0                             0 #> ASV1674                            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ASV752                              0                             0 #> ASV753                              0                             0 #> ASV756                              0                             0 #> ASV758                             14                             5 #> ASV760                              0                             0 #> ASV762                              0                             0 #> ASV765                              0                             0 #> ASV766                              0                             0 #> ASV767                              0                             0 #> ASV771                              0                             0 #> ASV772                              0                             0 #> ASV773                              0                            17 #> ASV78                               0                             0 #> ASV780                              0                             0 #> ASV784 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 0                             0 #> ASV942                              0                             0 #> ASV943                              0                             0 #> ASV945                              0                             0 #> ASV946                              0                             0 #> ASV950                              0                             0 #> ASV953                              0                             0 #> ASV961                              0                             0 #> ASV964                              0                             0 #> ASV966                              1                            11 #> ASV969                              0                             0 #> ASV973                              0                             0 #>         BG7.010.M_S32_MERGED.fastq.gz BH9.021_S33_MERGED.fastq.gz #> ASV1004                             0                           1 #> ASV1006                             0         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                        0                           0 #> ASV1045                             0                           0 #> ASV105                              0                           0 #> ASV1052                            21                           0 #> ASV1053                             0                           0 #> ASV1058                             0                           0 #> ASV1059                             0                           0 #> ASV1063                             0                           0 #> ASV1067                             0                           0 #> ASV1068                             0                           0 #> ASV1069                             0                           0 #> ASV107                              0                           0 #> ASV1070                             0                           0 #> ASV1074                             0                           0 #> ASV1079                             0          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                       0                           0 #> ASV1133                             0                           0 #> ASV1134                             0                           0 #> ASV1141                           130                           0 #> ASV1143                             0                           0 #> ASV1144                             0                           0 #> ASV1146                             0                           0 #> ASV1152                             0                           0 #> ASV1155                             0                           0 #> ASV116                              0                        1141 #> ASV1164                             0                           0 #> ASV1166                             0                           0 #> ASV1167                             0                           0 #> ASV1173                             0                           0 #> ASV1176                             0                           0 #> ASV1179                             0                           0 #> ASV1181                             0                           0 #> ASV119                              0                           0 #> ASV1190                             0                           0 #> ASV1192                             0                           0 #> ASV1198                             1                           2 #> ASV12                               0                           0 #> ASV1200                             0                           0 #> ASV1205                             0                           0 #> ASV1212                             0                           0 #> ASV1213                             0                           0 #> ASV1215                             0                           0 #> ASV1218                             0                           0 #> ASV122                              0                           0 #> ASV1223                             0                           0 #> ASV1224                             0                           0 #> ASV1225                             0                           0 #> ASV1229                             0                           0 #> ASV1230                             0                           0 #> ASV1233                             0                           0 #> ASV1234                             0                           0 #> ASV1236                             0                           0 #> ASV1239                             0                           0 #> ASV124                              0                           0 #> ASV1242                             0                           0 #> ASV1253                             0                           0 #> ASV1259                             0                           0 #> ASV1263                             0                           0 #> ASV1265                             0            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                              0 #> ASV131                             877                               0 #> ASV1311                              0                               0 #> ASV1313                              0                               0 #> ASV1314                              0                               0 #> ASV1315                              1                               0 #> ASV1319                              0                               0 #> ASV1320                              0                               0 #> ASV1321                              0                               0 #> ASV133                               0                               0 #> ASV1332                              2                               0 #> ASV1338                              0                               0 #> ASV1340                              0                               0 #> ASV1341                              0                               0 #> 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ASV930                               0                               0 #> ASV932                               6                               0 #> ASV934                               0                               0 #> ASV94                                0                               0 #> ASV940                               0                               0 #> ASV942                               0                               0 #> ASV943                               0                               0 #> ASV945                               0                               0 #> ASV946                               0                               0 #> ASV950                               0                               0 #> ASV953                               0                               0 #> ASV961                               0                               0 #> ASV964                               4                               0 #> ASV966                               0 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   0 #> ASV192                              0                             0 #> ASV193                              0                             0 #> ASV194                            254                             0 #> ASV196                              0                             0 #> ASV198                              0                             0 #> ASV199                              0                             0 #> ASV2                                0                             0 #> ASV201                              0                             0 #> ASV202                              0                             0 #> ASV203                              0                             0 #> ASV205                              0                             0 #> ASV207                              0                             0 #> ASV208                              0                             0 #> ASV210                              0                             0 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ASV248                              0                             0 #> ASV249                              0                             0 #> ASV25                               0                             0 #> ASV251                              0                             0 #> ASV253                              0                             0 #> ASV254                              0                             0 #> ASV255                              0                             0 #> ASV26                               0                             0 #> ASV261                              0                             0 #> ASV264                              0                             0 #> ASV266                              0                             0 #> ASV27                               0                             0 #> ASV271                              0                            12 #> ASV272                              0                             0 #> ASV279 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 0                             0 #> ASV444                              0                             0 #> ASV45                               0                             0 #> ASV454                              0                             0 #> ASV458                              0                             0 #> ASV459                              0                             0 #> ASV46                               0                             0 #> ASV461                              0                             0 #> ASV462                              0                             0 #> ASV464                              0                             0 #> ASV47                               0                             0 #> ASV475                             42                             4 #> ASV477                              0                             0 #> ASV48                               0                             0 #> ASV483                              0                             0 #> ASV488                              0                             0 #> ASV489                              0                             0 #> ASV49                               0                             0 #> ASV497                              0                             0 #> ASV50                               0                             0 #> ASV500                              0                             0 #> ASV504                              0                             0 #> ASV505                              4                            13 #> ASV507                              0                             0 #> ASV509                              5                             8 #> ASV515                              0                             0 #> ASV517                              0                             0 #> ASV52                               0                             0 #> ASV523                              0            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          1 #> ASV559                              0                             0 #> ASV563                              0                             0 #> ASV564                              0                             0 #> ASV566                              0                             0 #> ASV567                              0                             0 #> ASV569                              0                            21 #> ASV570                              0                             0 #> ASV577                              0                             0 #> ASV578                              0                             0 #> ASV579                              0                             0 #> ASV58                               0                             0 #> ASV586                              0                            13 #> ASV588                              0                             0 #> ASV59                               0                             0 #> ASV591                              0                             0 #> ASV592                              0                             0 #> ASV596                              0                             0 #> ASV598                              0                             0 #> ASV60                               1                             0 #> ASV602                              0                             0 #> ASV604                              0                             0 #> ASV605                              0                             0 #> ASV61                               0                             0 #> ASV614                              0                             0 #> ASV615                              0                             0 #> ASV616                              0                             0 #> ASV617                              0                             0 #> ASV618                              0                             0 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                      0                             0 #> ASV733                              0                             0 #> ASV737                              0                             0 #> ASV739                              0                             0 #> ASV741                              0                             0 #> ASV743                              0                             0 #> ASV744                              0                             0 #> ASV746                              0                             0 #> ASV748                              0                             0 #> ASV749                              2                             1 #> ASV75                               0                             0 #> ASV752                              0                             0 #> ASV753                              0                             0 #> ASV756                              0                             0 #> ASV758                             14                            35 #> ASV760                              0                             0 #> ASV762                              0                             0 #> ASV765                              0                             0 #> ASV766                              0                             0 #> ASV767                              0                             0 #> ASV771                              0                             0 #> ASV772                              0                             0 #> ASV773                             57                             0 #> ASV78                               1                             0 #> ASV780                              0                             0 #> ASV784                              0                             0 #> ASV785                              0                             0 #> ASV787                             12                            40 #> ASV790                              9                            19 #> ASV792                              0                             0 #> ASV796                              0                             0 #> ASV797                              1                             2 #> ASV798                              0                             0 #> ASV8                                0                             2 #> ASV801                              0                             0 #> ASV81                               0                             0 #> ASV816                              0                             0 #> ASV817                              0                             0 #> ASV82                               0                             0 #> ASV823                              0                             0 #> ASV828                              0                             0 #> ASV829                              0                             0 #> ASV832                             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      0 #> ASV1423                              7                              0 #> ASV1424                              0                              0 #> ASV1427                              0                              0 #> ASV1428                              0                              2 #> ASV143                               0                              0 #> ASV1434                              0                              0 #> ASV1437                              0                              0 #> ASV1438                              0                              0 #> ASV144                               0                              0 #> ASV145                               0                              0 #> ASV1454                              0                              0 #> ASV1455                              0                              0 #> ASV1458                              0                              0 #> ASV1459                              0   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                           0                              0 #> ASV251                               0                              0 #> ASV253                               0                              0 #> ASV254                               0                              0 #> ASV255                               0                              0 #> ASV26                                0                          14127 #> ASV261                             134                              0 #> ASV264                               0                              0 #> ASV266                               0                              0 #> ASV27                                0                              0 #> ASV271                               0                              0 #> ASV272                               0                              0 #> ASV279                               0                              0 #> ASV28                                0                              0 #> ASV280                               0                              0 #> ASV285                               0                              0 #> ASV286                               0                              0 #> ASV288                               0                              0 #> ASV29                                0                              0 #> ASV292                               0                              0 #> ASV297                               0                              0 #> ASV310                               0                              0 #> ASV311                               0                              0 #> ASV313                               0                              0 #> ASV314                             588                             13 #> ASV318                               0                              0 #> ASV32                                0                              0 #> ASV320                               0   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ASV1085                             0                             0 #> ASV1093                             0                             0 #> ASV1097                             0                             0 #> ASV1102                             0                             0 #> ASV1107                             0                             0 #> ASV1108                             0                             0 #> ASV1109                             0                             0 #> ASV111                              0                             0 #> ASV1111                            36                             0 #> ASV1118                             0                             0 #> ASV1125                           134                             0 #> ASV1128                             0                             0 #> ASV1129                             0                             0 #> ASV113                              1                          3386 #> ASV1132                             0                             0 #> ASV1133                             0                             0 #> ASV1134                             0                             0 #> ASV1141                             0                             0 #> ASV1143                             0                           131 #> ASV1144                             0                             0 #> ASV1146                             0                             0 #> ASV1152                             0                             0 #> ASV1155                             0                             0 #> ASV116                              2                             0 #> ASV1164                             0                             0 #> ASV1166                             0                             0 #> ASV1167                            67                             0 #> ASV1173                             0                             0 #> ASV1176                             7                             0 #> ASV1179                             0                             0 #> ASV1181                             0                             0 #> ASV119                              0                             0 #> ASV1190                             0                             0 #> ASV1192                             0                             0 #> ASV1198                             0                             0 #> ASV12                               0                             0 #> ASV1200                             0                             0 #> ASV1205                             0                             0 #> ASV1212                             0                             0 #> ASV1213                             0                             0 #> ASV1215                             0                             0 #> ASV1218                             0                             0 #> ASV122 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        2                             0 #> ASV1338                             0                             2 #> ASV1340                             0                             0 #> ASV1341                             0                             0 #> ASV1356                             0                             0 #> ASV1359                             0                             0 #> ASV1365                             0                             0 #> ASV1369                             0                             0 #> ASV137                              0                             0 #> ASV1370                             0                             0 #> ASV1377                             0                             0 #> ASV1379                             0                             0 #> ASV1380                             0                            74 #> ASV1386                             0                             0 #> ASV1388                            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                           244                             0 #> ASV1726                             0                             0 #> ASV175                              0                             0 #> ASV176                              0                             0 #> ASV178                              0                             0 #> ASV179                              0                             0 #> ASV18                               0                             0 #> ASV19                               0                             0 #> ASV192                              0                             0 #> ASV193                              0                             0 #> ASV194                              0                             0 #> ASV196                              0                             0 #> ASV198                              0                             0 #> ASV199                              0                            20 #> ASV2          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 15 #> ASV1553                              0                           0 #> ASV1557                              0                           0 #> ASV1558                              0                           0 #> ASV1561                              0                           0 #> ASV1562                              0                          49 #> ASV1564                              0                           0 #> ASV1565                              0                           0 #> ASV1574                              0                           0 #> ASV1576                              0                           0 #> ASV1577                              0                           1 #> ASV1583                              0                           0 #> ASV1584                              0                           0 #> ASV1586                              0                           0 #> ASV1588                              0                           0 #> ASV159                               0                           0 #> ASV1591                              0                           0 #> ASV1603                              0                           0 #> ASV1609                              0                           0 #> ASV1611                              0                           0 #> ASV1615                              0                           0 #> ASV162                               0                           0 #> ASV1624                              0                           0 #> ASV1628                              0                           0 #> ASV1630                              0                           0 #> ASV1632                              0                           0 #> ASV1635                              0                           0 #> ASV1636                              0                           0 #> ASV1642                              0                           0 #> ASV1644                              0                           0 #> ASV1645                              0                           0 #> ASV1650                              0                           0 #> ASV1653                              0                           0 #> ASV1658                              0                           0 #> ASV1662                              0                           0 #> ASV1667                              0                           0 #> ASV1674                              0                           1 #> ASV1681                              0                           0 #> ASV1683                              0                           0 #> ASV1684                              0                           0 #> ASV1690                              0                           0 #> ASV1697                              0                           0 #> ASV170                               0                           0 #> ASV1704                              0                           0 #> ASV171                               0                           0 #> ASV1712                              0                           0 #> ASV172                               0                         316 #> ASV1726                              0                           0 #> ASV175                               0                           0 #> ASV176                               0                           0 #> ASV178                               0                           2 #> ASV179                               0                           0 #> ASV18                                0                           0 #> ASV19                                0                           8 #> ASV192                               0                          13 #> ASV193                               0                           0 #> ASV194                               0                           0 #> ASV196                               0                           0 #> ASV198                               0                           0 #> ASV199                               0                           0 #> ASV2                                 9                           1 #> ASV201                               0                           1 #> ASV202                               0                           0 #> ASV203                               0                           0 #> ASV205                               0                           0 #> ASV207                               0                           0 #> ASV208                               0                           0 #> ASV210                               0                           0 #> ASV215                               0                           0 #> ASV219                               0                           0 #> ASV221                               0                           0 #> ASV222                               0                           0 #> ASV223                      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ASV288                               0                           0 #> ASV29                                0                           0 #> ASV292                               0                           0 #> ASV297                               0                           0 #> ASV310                               0                           0 #> ASV311                               0                           0 #> ASV313                               0                           0 #> ASV314                               0                           0 #> ASV318                               0                           0 #> ASV32                            15403                           0 #> ASV320                               0                           5 #> ASV322                               0                           0 #> ASV327                               0                           0 #> ASV329                               0                           0 #> ASV33                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  0 #> ASV773                               0                          94 #> ASV78                                0                           7 #> ASV780                               0                           0 #> ASV784                               0                           0 #> ASV785                               0                           0 #> ASV787                               0                           0 #> ASV790                               0                           0 #> ASV792                               0                           0 #> ASV796                               0                           0 #> ASV797                               0                           0 #> ASV798                               0                           0 #> ASV8                                 4                           0 #> ASV801                               0                           0 #> ASV81                                0                           0 #> ASV816                               1                           0 #> ASV817                               0                           0 #> ASV82                                0                           0 #> ASV823                               0                           0 #> ASV828                               0                           0 #> ASV829                               0                           0 #> ASV832                               0                           0 #> ASV834                               0                           0 #> ASV837                               0                           0 #> ASV839                               0                           0 #> ASV840                               0                           0 #> ASV845                               0                           0 #> ASV847                               0                           0 #> ASV85                                0                           0 #> ASV854                               0                           0 #> ASV859                               0                           0 #> ASV860                               0                           0 #> ASV865                               0                           0 #> ASV87                             3144                           0 #> ASV870                               0                           0 #> ASV874                               0                           0 #> ASV875                               0                           0 #> ASV880                               0                           0 #> ASV883                               0                           0 #> ASV884                               0                           0 #> ASV89                                0                           0 #> ASV891                               0                           0 #> ASV892                               0                           0 #> ASV895                               0                           0 #> ASV898                               0                           0 #> ASV899                               0                           0 #> ASV903                               0                           0 #> ASV904                               0                           0 #> ASV906                               0                           0 #> ASV91                                0                           0 #> ASV914                               0                           0 #> ASV917                               0                           0 #> ASV918                               0                           0 #> ASV92                                0                           0 #> ASV926                               0                           0 #> ASV927                               0                           0 #> ASV930                               0                           0 #> ASV932                               0                           0 #> ASV934                               0                           0 #> ASV94                                0                           0 #> ASV940                               0                           0 #> ASV942                               0                           0 #> ASV943                               0                           0 #> ASV945                               0                           0 #> ASV946                               0                           0 #> ASV950                               0                           0 #> ASV953                               0                           0 #> ASV961                               0                           0 #> ASV964                               0                           0 #> ASV966                               0                           0 #> ASV969                               0                           0 #> ASV973                               0                           0 #>         BS14.006_S54_MERGED.fastq.gz BT.006.M_S55_MERGED.fastq.gz #> ASV1004                            0                            0 #> ASV1006                            0                            0 #> ASV1007                            1                            0 #> ASV101                             0                            0 #> ASV1011                            0                            0 #> ASV1014                            0                            0 #> ASV1015                            0                            0 #> ASV1017                            0                            0 #> ASV1020                            0                            0 #> ASV1022                            0                            0 #> ASV1023                            0                            0 #> ASV1030                            2                            0 #> ASV1031                            0                            0 #> ASV1035                            0                           87 #> ASV1036                            0                            0 #> ASV1037                            0                            0 #> ASV104                             0                            0 #> ASV1045                            0                            0 #> ASV105                             0                            0 #> ASV1052                            0                           11 #> ASV1053                            0                            0 #> ASV1058                            0                            0 #> ASV1059                            0                            0 #> ASV1063                            1                            0 #> ASV1067                            0                            0 #> ASV1068                            8                            0 #> ASV1069                            0                            0 #> ASV107                             0                            0 #> ASV1070                            0                            0 #> ASV1074                            1                            0 #> ASV1079                            0                            0 #> ASV1085                            0                            0 #> ASV1093                            0                            0 #> ASV1097                            0                            0 #> ASV1102                            0                            0 #> ASV1107                            0                            0 #> ASV1108                            5                            0 #> ASV1109                            0                            0 #> ASV111                             0                            0 #> ASV1111                            0                            0 #> ASV1118                            0                            0 #> ASV1125                            0                            0 #> ASV1128                            0                            6 #> ASV1129                            1                            0 #> ASV113                             0                            0 #> ASV1132                            0                            0 #> ASV1133                            0                            0 #> ASV1134                            0                            0 #> ASV1141                            0                            0 #> ASV1143                            0                            0 #> ASV1144                            0                            0 #> ASV1146                            0                            0 #> ASV1152                            0                            0 #> ASV1155                            1                            0 #> ASV116                             0                            0 #> ASV1164                            0                            0 #> ASV1166                            0                            0 #> ASV1167                            0                            0 #> ASV1173                            0                            0 #> ASV1176                            0                            0 #> ASV1179                            0                            0 #> ASV1181                            0                            0 #> ASV119                             0                            0 #> ASV1190                            0                            0 #> ASV1192                           25                            0 #> ASV1198                            0                            3 #> ASV12                           3898                            0 #> ASV1200                            0                            0 #> ASV1205                            0                            0 #> ASV1212                            0                            0 #> ASV1213                            0                            0 #> ASV1215                            0                            0 #> ASV1218                            0                            0 #> ASV122                             0                            0 #> ASV1223                            0                            0 #> ASV1224                           13                            0 #> ASV1225                            0                            0 #> ASV1229                            0                            0 #> ASV1230                           10                            0 #> ASV1233                            0                            0 #> ASV1234                            0                            0 #> ASV1236                            0                            0 #> ASV1239                            0                            0 #> ASV124                             0                            0 #> ASV1242                            0                            0 #> ASV1253                            0                            0 #> ASV1259                            0                            0 #> ASV1263                            0                            0 #> ASV1265                            0                            0 #> ASV127                             0                            0 #> ASV1270                           10                            0 #> ASV1272                            2                            0 #> ASV1278                            2                            0 #> ASV1279                            0                            0 #> ASV1280                            0                            0 #> ASV1281                            0                            0 #> ASV1289                            0                            0 #> ASV129                             0                            0 #> ASV1290                            0                            0 #> ASV1294                            0                            0 #> ASV1295                            0          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  0 #> ASV194                            0                              0 #> ASV196                            0                              0 #> ASV198                            0                              0 #> ASV199                            0                              0 #> ASV2                              4                           2747 #> ASV201                            0                              0 #> ASV202                            0                              0 #> ASV203                            0                              0 #> ASV205                            0                              0 #> ASV207                            0                              0 #> ASV208                            0                              0 #> ASV210                            0                              0 #> ASV215                            0                              0 #> ASV219                            0                              0 #> ASV221        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ASV1405                             0                             0 #> ASV1409                             0                             0 #> ASV1410                             0                             0 #> ASV1419                             0                             1 #> ASV142                              0                             0 #> ASV1420                             0                             0 #> ASV1421                             0                             0 #> ASV1422                             0                             0 #> ASV1423                             0                             0 #> ASV1424                             0                             0 #> ASV1427                             0                             0 #> ASV1428                             0                             0 #> ASV143                              0                             0 #> ASV1434                             0                             0 #> 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                    0 #> ASV119                              0                          0 #> ASV1190                             0                          0 #> ASV1192                             0                          0 #> ASV1198                             0                          0 #> ASV12                               0                          0 #> ASV1200                             0                          0 #> ASV1205                             0                          0 #> ASV1212                             0                          0 #> ASV1213                             0                          0 #> ASV1215                             0                          0 #> ASV1218                             0                          0 #> ASV122                              0                          0 #> ASV1223                             0                          0 #> ASV1224                             0                          0 #> ASV1225                 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                         0                          0 #> ASV196                              0                          0 #> ASV198                              0                          0 #> ASV199                              0                          0 #> ASV2                                0                          6 #> ASV201                              0                          0 #> ASV202                              0                          0 #> ASV203                              0                          0 #> ASV205                              0                        140 #> ASV207                              0                          0 #> ASV208                              0                          0 #> ASV210                              0                          0 #> ASV215                              0                          0 #> ASV219                              0                          0 #> ASV221                              0                          1 #> ASV222                              0                          0 #> ASV223                              0                          0 #> ASV224                              0                          0 #> ASV227                              0                          3 #> ASV23                               0                          0 #> ASV230                              0                          0 #> ASV235                              0                          0 #> ASV238                              0                          0 #> ASV24                               0                       8701 #> ASV242                              0                          0 #> ASV244                              0                          0 #> ASV248                              0                          0 #> ASV249                              0                          0 #> ASV25                               0                          0 #> ASV251                              0    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ASV1102                             0                             0 #> ASV1107                             0                             0 #> ASV1108                             0                             0 #> ASV1109                             2                             4 #> ASV111                              0                             0 #> ASV1111                             0                             0 #> ASV1118                             0                             0 #> ASV1125                             0                             0 #> ASV1128                             0                             0 #> ASV1129                             0                             0 #> ASV113                              0                             0 #> ASV1132                             0                             0 #> ASV1133                             0                             0 #> ASV1134                             0                             0 #> ASV1141                             0                             0 #> ASV1143                             0                             0 #> ASV1144                             0                             0 #> ASV1146                             0                             0 #> ASV1152                             0                             0 #> ASV1155                             0                             0 #> ASV116                              0                             0 #> ASV1164                             0                             0 #> ASV1166                             0                             0 #> ASV1167                             0                             0 #> ASV1173                             0                             0 #> ASV1176                             0                             0 #> ASV1179                             0                             0 #> ASV1181                             0                             0 #> ASV119                              0                             0 #> ASV1190                             0                             0 #> ASV1192                             0                             0 #> ASV1198                             0                             2 #> ASV12                               0                             2 #> ASV1200                             0                             0 #> ASV1205                             0                             0 #> ASV1212                             0                             0 #> ASV1213                             0                             0 #> ASV1215                             0                             0 #> ASV1218                             0                             0 #> ASV122                              0                             0 #> ASV1223                             0                             0 #> ASV1224                             0                             0 #> ASV1225                             0                             0 #> ASV1229                             0                             0 #> ASV1230                             0                             0 #> ASV1233                             0                             0 #> ASV1234                             0                             0 #> ASV1236                             0                             0 #> ASV1239                             0                             0 #> ASV124                              0                             0 #> ASV1242                             0                             0 #> ASV1253                             0                             0 #> ASV1259                             0                             0 #> ASV1263                             0                             0 #> ASV1265                             0                             0 #> ASV127                              0                             0 #> ASV1270                             0                             0 #> ASV1272                             0                             0 #> ASV1278                             0                             0 #> ASV1279                             0                             0 #> ASV1280                             0                             0 #> ASV1281                             0                             0 #> ASV1289                             0                             0 #> ASV129                              0                             0 #> ASV1290                             0                             0 #> ASV1294                             0                             0 #> ASV1295                             0                             0 #> ASV1297                             0                             0 #> ASV1300                             0                             0 #> ASV1302                             0                             0 #> ASV1303                             0                             0 #> ASV1304                             7                             1 #> ASV131                              0                             0 #> ASV1311                             0                             0 #> ASV1313                             0                             0 #> ASV1314                             0                             0 #> ASV1315                             0                             0 #> ASV1319                             0                             0 #> ASV1320                             0                             0 #> ASV1321                             0                             0 #> ASV133                              0                             0 #> ASV1332                             0                             0 #> ASV1338                             0                             0 #> ASV1340                             0                             0 #> ASV1341                             0                             0 #> ASV1356                             0                             0 #> ASV1359                             0                             0 #> ASV1365                             0                             0 #> ASV1369                             0                             0 #> ASV137                              0                             0 #> ASV1370                             0                             0 #> ASV1377                             0                             0 #> ASV1379                             0                             0 #> ASV1380                             0                             0 #> ASV1386                             0                             0 #> ASV1388                             0                             0 #> ASV139                              0                             0 #> ASV1390                             0                             0 #> ASV1396                             0     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   0 #> ASV1526                             0                             0 #> ASV1532                             0                             0 #> ASV1537                             0                             0 #> ASV1543                             0                             0 #> ASV1545                             0                             0 #> ASV1548                             0                             0 #> ASV1550                             0                             0 #> ASV1552                             0                             0 #> ASV1553                             0                             0 #> ASV1557                             0                             0 #> ASV1558                             0                             0 #> ASV1561                             0                             0 #> ASV1562                             0                             0 #> ASV1564                             0                             0 #> ASV1565                             0                             0 #> ASV1574                             0                             0 #> ASV1576                             0                             0 #> ASV1577                             0                             0 #> ASV1583                             0                             0 #> ASV1584                             0                             0 #> ASV1586                             0                             0 #> ASV1588                             0                             0 #> ASV159                              0                             0 #> ASV1591                             0                             0 #> ASV1603                             0                             0 #> ASV1609                             0                             0 #> ASV1611                             0                             0 #> ASV1615                             0                             0 #> ASV162                              0                             0 #> ASV1624                             0                             0 #> ASV1628                             0                             0 #> ASV1630                             4                            30 #> ASV1632                             0                             0 #> ASV1635                             0                             0 #> ASV1636                             0                             0 #> ASV1642                             0                             0 #> ASV1644                             0                             0 #> ASV1645                             0                             0 #> ASV1650                             0                             0 #> ASV1653                             0                             0 #> ASV1658                             1                             0 #> ASV1662                             0                             0 #> ASV1667                             0                             0 #> ASV1674                             0                             0 #> ASV1681                             0                             0 #> ASV1683                             0                             0 #> ASV1684                             0                             0 #> ASV1690                             0                             0 #> ASV1697                             0                             0 #> ASV170                              0                             0 #> ASV1704                             0                             0 #> ASV171                              0                             0 #> ASV1712                             0                             0 #> ASV172                              0                             0 #> ASV1726                             0                             0 #> ASV175                              0                             0 #> ASV176                              0                             0 #> ASV178                              0                             0 #> ASV179                              0                             0 #> ASV18                               0                             0 #> ASV19                               0                             0 #> ASV192                              0                             0 #> ASV193                              0                             0 #> ASV194                              0                             0 #> ASV196                              0                             0 #> ASV198                              0                             0 #> ASV199                              0                             0 #> ASV2                                0                             0 #> ASV201                              0                             0 #> ASV202                              0                             0 #> ASV203                              0                             0 #> ASV205                              0                             0 #> ASV207                              0                             0 #> ASV208                              0                             0 #> ASV210                              0                             0 #> ASV215                              0                             0 #> ASV219                              0                             0 #> ASV221                              0                             0 #> ASV222                              0                             0 #> ASV223                              0                             0 #> ASV224                              0                             0 #> ASV227                              0                             0 #> ASV23                               0                             0 #> ASV230                              0                             0 #> ASV235               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 0                             0 #> ASV311                              0                             0 #> ASV313                              0                             0 #> ASV314                              0                             0 #> ASV318                              0                             0 #> ASV32                               0                             0 #> ASV320                              0                             0 #> ASV322                              0                             0 #> ASV327                              0                             0 #> ASV329                              0                             0 #> ASV33                               0                             0 #> ASV334                              0                             0 #> ASV338                              0                             0 #> ASV339                              0                             0 #> ASV341                              0     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ASV94                               0                             0 #> ASV940                              0                             0 #> ASV942                              0                             0 #> ASV943                              0                             0 #> ASV945                              0                             0 #> ASV946                              0                             0 #> ASV950                              0                             0 #> ASV953                              0                             0 #> ASV961                              0                             0 #> ASV964                              0                             0 #> ASV966                              0                             0 #> ASV969                              0                             0 #> ASV973                              0                             0 #>         CB9.013_S72_MERGED.fastq.gz CC3.044_S73_MERGED.fastq.gz #> ASV1004    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ASV1037                           0                         138 #> ASV104                            0                           0 #> ASV1045                           0                           0 #> ASV105                            0                           0 #> ASV1052                           0                           0 #> ASV1053                           0                           0 #> ASV1058                           0                           0 #> ASV1059                           0                           0 #> ASV1063                           0                           0 #> ASV1067                           0                           0 #> ASV1068                           0                           0 #> ASV1069                           0                           0 #> ASV107                          436                           0 #> ASV1070                           0                           0 #> ASV1074                           0                           0 #> ASV1079                           0                           0 #> ASV1085                           0                          42 #> ASV1093                           0                           0 #> ASV1097                           0                           0 #> ASV1102                           0                           0 #> ASV1107                           0                           0 #> ASV1108                           0                           0 #> ASV1109                           0                           0 #> ASV111                            0                           0 #> ASV1111                           0                           0 #> ASV1118                           0                           0 #> ASV1125                           0                           0 #> ASV1128                           0                           0 #> ASV1129                           0                           0 #> ASV113                            0                          72 #> ASV1132                           0                           0 #> ASV1133                           0                           0 #> ASV1134                           3                           0 #> ASV1141                           0                           0 #> ASV1143                           0                           1 #> ASV1144                           0                           0 #> ASV1146                           0                           0 #> ASV1152                           0                           0 #> ASV1155                           0                           0 #> ASV116                            0                           0 #> ASV1164                           0                           0 #> ASV1166                           0                           0 #> ASV1167                           0                           0 #> ASV1173                           0                           0 #> ASV1176                           0                   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                        0 #> ASV1359                           0                           1 #> ASV1365                           1                           0 #> ASV1369                           0                           0 #> ASV137                            0                           0 #> ASV1370                           0                           0 #> ASV1377                           0                           0 #> ASV1379                           0                           0 #> ASV1380                           0                           5 #> ASV1386                           1                           0 #> ASV1388                           0                           0 #> ASV139                            0                           0 #> ASV1390                           0                           0 #> ASV1396                           0                           0 #> ASV1403                           0                           0 #> ASV1404                           0                           0 #> ASV1405                           0                           0 #> ASV1409                           0                          36 #> ASV1410                           0                           0 #> ASV1419                           0                           0 #> ASV142                            0                           0 #> ASV1420                           0                           0 #> ASV1421                           0                           3 #> ASV1422                           0                           0 #> ASV1423                           0                           0 #> ASV1424                           0                           0 #> ASV1427                           0                           0 #> ASV1428                           0                           2 #> ASV143                            0                           0 #> ASV1434                           0                           0 #> ASV1437                       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ASV196                            0                           0 #> ASV198                            0                           0 #> ASV199                            0                         817 #> ASV2                              0                          17 #> ASV201                            0                           0 #> ASV202                            0                           1 #> ASV203                            0                           0 #> ASV205                            0                           0 #> ASV207                            0                           0 #> ASV208                            0                           0 #> ASV210                            0                           0 #> ASV215                            0                           0 #> ASV219                            0                           0 #> ASV221                            0                           0 #> ASV222                            0                           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#> ASV27                                 0                             0 #> ASV271                                0                             0 #> ASV272                                0                             0 #> ASV279                                0                             0 #> ASV28                                 0                             0 #> ASV280                                0                             0 #> ASV285                                0                             0 #> ASV286                                0                             0 #> ASV288                                0                             0 #> ASV29                                 0                             0 #> ASV292                                0                             0 #> ASV297                                0                             0 #> ASV310                                0                             0 #> ASV311                                0          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         0 #> ASV428                                0                             0 #> ASV43                                 6                             0 #> ASV431                                0                             0 #> ASV440                               66                             0 #> ASV443                                0                             0 #> ASV444                                0                             0 #> ASV45                                 0                             0 #> ASV454                                0                             0 #> ASV458                                0                             0 #> ASV459                                0                             0 #> ASV46                                 0                             0 #> ASV461                                0                             0 #> ASV462                                0                             0 #> ASV464                                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0 #> ASV545                                0                             0 #> ASV546                                0                             2 #> ASV549                                0                             0 #> ASV55                                 0                             0 #> ASV552                                0                             0 #> ASV556                                0                             3 #> ASV559                                0                             0 #> ASV563                                0                             0 #> ASV564                                0                             0 #> ASV566                                0                             0 #> ASV567                                0                             0 #> ASV569                                0                             0 #> ASV570                              468                             0 #> ASV577                                0                             0 #> ASV578                                0                             0 #> ASV579                                0                             0 #> ASV58                                 0                             0 #> ASV586                                0                             0 #> ASV588                                0                             0 #> ASV59                                 0                             0 #> ASV591                                0                             0 #> ASV592                                0                             0 #> ASV596                                0                             0 #> ASV598                                0                             0 #> ASV60                                 0                             1 #> ASV602                                0                             0 #> ASV604                                0                             0 #> ASV605                    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ASV637                                0                             0 #> ASV64                                 0                             0 #> ASV641                                0                             0 #> ASV643                                0                             0 #> ASV65                                 0                             0 #> ASV650                              344                             0 #> ASV652                                0                             0 #> ASV653                                0                             0 #> ASV654                                0                             0 #> ASV662                                0                             1 #> ASV665                                0                             0 #> ASV667                                0                             0 #> ASV67                                 0                             0 #> ASV672                                0             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                          273                             0 #> ASV746                                0                             0 #> ASV748                                0                             0 #> ASV749                                0                             1 #> ASV75                                 0                             0 #> ASV752                                0                             0 #> ASV753                                0                             0 #> ASV756                                0                             0 #> ASV758                                0                             0 #> ASV760                                0                             0 #> ASV762                                0                             0 #> ASV765                                0                             0 #> ASV766                                0                             0 #> ASV767                                0                             0 #> ASV771                                0                             0 #> ASV772                                0                             0 #> ASV773                                0                             0 #> ASV78                                 0                             0 #> ASV780                                0                             0 #> ASV784                                7                             0 #> ASV785                                0                             0 #> ASV787                                0                             0 #> ASV790                                0                             0 #> ASV792                                0                             0 #> ASV796                                0                             0 #> ASV797                                0                             2 #> ASV798                                0                             0 #> ASV8                               1873                             0 #> ASV801                                0                             0 #> ASV81                                 0                             0 #> ASV816                                9                             0 #> ASV817                                0                             0 #> ASV82                                 0                             0 #> ASV823                                0                             0 #> ASV828                                0                             0 #> ASV829                                2                             0 #> ASV832                                7                             0 #> ASV834                                0                             0 #> ASV837                                0                             0 #> ASV839                                0                             0 #> ASV840                                0                             0 #> ASV845              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#> ASV89                                 0                             0 #> ASV891                                0                             0 #> ASV892                                0                             0 #> ASV895                                0                             0 #> ASV898                                0                             0 #> ASV899                                0                             0 #> ASV903                                0                             0 #> ASV904                                0                             0 #> ASV906                                2                             0 #> ASV91                                 0                             0 #> ASV914                                0                             0 #> ASV917                                0                             0 #> ASV918                                0                             0 #> ASV92                                 0          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          0                             0 #> ASV964                                0                             0 #> ASV966                                0                             0 #> ASV969                                0                             0 #> ASV973                                0                             0 #>         DJ2.008.H_S88_MERGED.fastq.gz DJ2.008.M_S89_MERGED.fastq.gz #> ASV1004                             0                            12 #> ASV1006                             0                             0 #> ASV1007                             0                             0 #> ASV101                              0                             0 #> ASV1011                             0                             1 #> ASV1014                             0                             0 #> ASV1015                             0                             0 #> ASV1017                             0                             0 #> ASV1020                             0                             1 #> ASV1022                             0                             0 #> ASV1023                             0                             0 #> ASV1030                             0                             0 #> ASV1031                             0                             2 #> ASV1035                             0                             0 #> ASV1036                             0                             0 #> ASV1037                             0                             0 #> ASV104                              0                             0 #> ASV1045                             0                             0 #> ASV105                              0                             0 #> ASV1052                             0                             0 #> ASV1053                             0                             0 #> ASV1058                             0                             0 #> ASV1059                             0                             0 #> ASV1063                             0                             0 #> ASV1067                             0                             0 #> ASV1068                             0                             0 #> ASV1069                             0                             0 #> ASV107                              0                             0 #> ASV1070                             0                             0 #> ASV1074                             0                             0 #> ASV1079                             0                             0 #> ASV1085                             0                             0 #> ASV1093                             0                             0 #> ASV1097                             0                             0 #> ASV1102                             0                             0 #> ASV1107                             0                             0 #> ASV1108                             1  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ASV1311                             0                             0 #> ASV1313                             0                             0 #> ASV1314                             0                             0 #> ASV1315                             0                             0 #> ASV1319                             0                             0 #> ASV1320                             0                             0 #> ASV1321                             0                             0 #> ASV133                              0                             0 #> ASV1332                             0                             0 #> ASV1338                             0                             0 #> ASV1340                             0                             0 #> ASV1341                             0                             0 #> ASV1356                             0                             0 #> ASV1359                             0                             0 #> ASV1365                             0                             0 #> ASV1369                             0                             0 #> ASV137                              0                             0 #> ASV1370                             0                             0 #> ASV1377                             0                             0 #> ASV1379                             0                             0 #> ASV1380                             0                             0 #> ASV1386                             0                             0 #> ASV1388                             0                             0 #> ASV139                              0                             0 #> ASV1390                             0                             0 #> ASV1396                             0                             0 #> ASV1403                             0                             0 #> ASV1404                             0                             0 #> ASV1405                             0                             0 #> ASV1409                             0                             0 #> ASV1410                             0                             0 #> ASV1419                             0                             0 #> ASV142                              0                             0 #> ASV1420                             0                             0 #> ASV1421                             0                             0 #> ASV1422                             0                             0 #> ASV1423                             0                             0 #> ASV1424                             0                             0 #> ASV1427                             0                             0 #> ASV1428                             0                             0 #> ASV143                              0                             0 #> ASV1434                             0                             0 #> ASV1437                             0                             0 #> ASV1438                             0                             0 #> ASV144                              0                             0 #> ASV145                              0                             0 #> ASV1454                             0                             0 #> ASV1455                             0                             0 #> ASV1458                             0                             0 #> ASV1459                             0                             0 #> ASV1460                             0                             0 #> ASV1461                             0                             0 #> ASV1462                             0                             0 #> ASV1468                             0                             0 #> ASV1469                             0                             0 #> ASV147                              0                             0 #> ASV148 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                        0 #> ASV18                               0                             0 #> ASV19                               0                             0 #> ASV192                              0                             0 #> ASV193                              0                             0 #> ASV194                              0                          1324 #> ASV196                              0                             0 #> ASV198                              0                             0 #> ASV199                              0                             0 #> ASV2                                0                             1 #> ASV201                              0                             0 #> ASV202                              0                             0 #> ASV203                              0                             0 #> ASV205                              0                             0 #> ASV207                              0            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ASV35                               0                             0 #> ASV355                              0                             0 #> ASV357                              4                             0 #> ASV358                              0                            47 #> ASV359                              0                             0 #> ASV360                              0                             0 #> ASV365                              0                             0 #> ASV367                              0                             0 #> ASV368                              0                             0 #> ASV377                              0                             0 #> ASV378                              0                             0 #> ASV38                               0                            23 #> ASV383                              0                             0 #> ASV384                              0                             0 #> ASV388 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                        0 #> ASV756                              0                             0 #> ASV758                              4                             3 #> ASV760                              0                             0 #> ASV762                              0                             0 #> ASV765                              0                             0 #> ASV766                              0                             0 #> ASV767                              0                             0 #> ASV771                             17                           130 #> ASV772                              0                             0 #> ASV773                              0                             0 #> ASV78                               0                             0 #> ASV780                              0                             0 #> ASV784                              0                             0 #> ASV785                              0            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#> ASV906                              0                             0 #> ASV91                               0                             0 #> ASV914                              0                             0 #> ASV917                              0                             0 #> ASV918                              0                             0 #> ASV92                               0                             0 #> ASV926                              0                             0 #> ASV927                              0                             0 #> ASV930                              1                             0 #> ASV932                              0                             0 #> ASV934                              0                             0 #> ASV94                               0                             0 #> ASV940                              0                             0 #> ASV942                              0                             0 #> ASV943                              0                             0 #> ASV945                              0                             0 #> ASV946                              0                             0 #> ASV950                              0                             0 #> ASV953                              0                             0 #> ASV961                              0                             0 #> ASV964                              0                             0 #> ASV966                              0                             0 #> ASV969                              0                             0 #> ASV973                              0                             0 #>         DY5.004.M_S98_MERGED.fastq.gz DZ6.ABM.001_S99_MERGED.fastq.gz #> ASV1004                             0                               1 #> ASV1006                             0                               0 #> ASV1007                             0                               0 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         0 #> ASV1173                             0                               1 #> ASV1176                             0                               0 #> ASV1179                             0                               0 #> ASV1181                             0                               0 #> ASV119                              0                               0 #> ASV1190                             0                               0 #> ASV1192                             0                               0 #> ASV1198                             0                               0 #> ASV12                               0                               0 #> ASV1200                             0                               0 #> ASV1205                             0                               0 #> ASV1212                             0                               0 #> ASV1213                             0                               0 #> ASV1215                             0 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          0                               0 #> ASV1380                             0                               0 #> ASV1386                             0                               0 #> ASV1388                             0                               0 #> ASV139                              0                              13 #> ASV1390                             0                               1 #> ASV1396                             0                               0 #> ASV1403                             0                               0 #> ASV1404                             0                               0 #> ASV1405                             0                               0 #> ASV1409                             0                               0 #> ASV1410                             0                               0 #> ASV1419                             0                               0 #> ASV142                              0                               0 #> 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     0                               0 #> ASV1495                             0                               0 #> ASV1507                             0                               0 #> ASV151                              0                               1 #> ASV1510                             0                               0 #> ASV1518                             0                               0 #> ASV152                              0                               0 #> ASV1523                             0                               0 #> ASV1526                             0                               1 #> ASV1532                             0                               0 #> ASV1537                             0                               0 #> ASV1543                             0                               0 #> ASV1545                             0                               0 #> ASV1548                             0                               1 #> ASV1550                             0                               0 #> ASV1552                             0                               0 #> ASV1553                             0                               0 #> ASV1557                             0                               0 #> ASV1558                             0                               0 #> ASV1561                             0                               0 #> ASV1562                             0                               0 #> ASV1564                             0                               0 #> ASV1565                             0                               0 #> ASV1574                             0                               0 #> ASV1576                             0                               1 #> ASV1577                             0                               0 #> ASV1583                             0                               0 #> ASV1584                             0                         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                              1 #> ASV355                              0                               0 #> ASV357                              0                               1 #> ASV358                              0                               0 #> ASV359                              0                               0 #> ASV360                              0                               4 #> ASV365                              0                               0 #> ASV367                              0                               1 #> ASV368                              0                               0 #> ASV377                              0                               0 #> ASV378                              0                               0 #> ASV38                               0                              22 #> ASV383                              0                               0 #> ASV384                              0                               0 #> ASV388           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0 #> ASV431                              0                               0 #> ASV440                              0                               0 #> ASV443                              0                               0 #> ASV444                              0                               3 #> ASV45                               0                               0 #> ASV454                              0                               0 #> ASV458                              0                               0 #> ASV459                              0                               0 #> ASV46                               0                               0 #> ASV461                              0                               0 #> ASV462                              0                               0 #> ASV464                              0                               0 #> ASV47                               0                               0 #> ASV475                              0          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ASV1253                              0                               0 #> ASV1259                              0                               0 #> ASV1263                              0                               0 #> ASV1265                              0                               0 #> ASV127                               0                               0 #> ASV1270                              0                               0 #> ASV1272                              0                               0 #> ASV1278                              0                               0 #> ASV1279                              0                               0 #> ASV1280                              0                               0 #> ASV1281                              0                               0 #> ASV1289                              0                               0 #> ASV129                               0                               0 #> ASV1290                              0 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ASV1683                              0                               0 #> ASV1684                              0                               0 #> ASV1690                              0                               0 #> ASV1697                              0                               0 #> ASV170                               0                               0 #> ASV1704                              0                               0 #> ASV171                               0                               0 #> ASV1712                              0                               0 #> ASV172                               0                               0 #> ASV1726                              0                               0 #> ASV175                               0                              89 #> ASV176                               0                               0 #> ASV178                               0                               0 #> ASV179                               0 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                              0 #> ASV875                               0                               0 #> ASV880                               0                               0 #> ASV883                               0                               0 #> ASV884                               0                               0 #> ASV89                                0                               0 #> ASV891                               0                               0 #> ASV892                               0                               0 #> ASV895                               0                               0 #> ASV898                               0                               0 #> ASV899                               0                               0 #> ASV903                               0                               0 #> ASV904                               0                               0 #> ASV906                               0                               0 #> ASV91                                0                               0 #> ASV914                               0                               0 #> ASV917                               0                               0 #> ASV918                               0                             197 #> ASV92                                0                               0 #> ASV926                               0                               0 #> ASV927                               0                               0 #> ASV930                               0                               0 #> ASV932                               0                               0 #> ASV934                               0                               0 #> ASV94                                0                               0 #> ASV940                               0                               0 #> ASV942                               0                               0 #> ASV943                               0 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                     0                           0 #> ASV1176                           0                           1 #> ASV1179                           0                           0 #> ASV1181                           0                           0 #> ASV119                           10                           0 #> ASV1190                           0                           0 #> ASV1192                           1                           0 #> ASV1198                           0                           0 #> ASV12                             0                           0 #> ASV1200                           0                           0 #> ASV1205                           0                           0 #> ASV1212                           0                           0 #> ASV1213                           0                           0 #> ASV1215                           0                           0 #> ASV1218                           0                           0 #> ASV122                            0                           0 #> ASV1223                           0                           1 #> ASV1224                           0                           0 #> ASV1225                           0                           0 #> ASV1229                           0                           0 #> ASV1230                           0                           0 #> ASV1233                           2                           0 #> ASV1234                           0                           0 #> ASV1236                           0                           0 #> ASV1239                           0                           0 #> ASV124                            0                           0 #> ASV1242                           0                           0 #> ASV1253                           0                           0 #> ASV1259                           0                           0 #> ASV1263                           0                           0 #> 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#> ASV1537                              0                              0 #> ASV1543                              0                              0 #> ASV1545                              0                              0 #> ASV1548                              0                              0 #> ASV1550                              0                              0 #> ASV1552                              0                              0 #> ASV1553                              0                              0 #> ASV1557                              0                              0 #> ASV1558                              0                              0 #> ASV1561                              0                              0 #> ASV1562                              0                              0 #> ASV1564                              0                              0 #> ASV1565                              0                              0 #> ASV1574                              0           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ASV1674                              0                              0 #> ASV1681                              0                              0 #> ASV1683                              0                              0 #> ASV1684                              0                              0 #> ASV1690                              0                              0 #> ASV1697                              0                              0 #> ASV170                               0                              0 #> ASV1704                              0                              0 #> ASV171                               0                              0 #> ASV1712                              0                              0 #> ASV172                               8                              0 #> ASV1726                              0                              0 #> ASV175                               0                              0 #> ASV176                               0              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      0 #> ASV883                               0                              0 #> ASV884                               0                              0 #> ASV89                                0                              0 #> ASV891                               0                              0 #> ASV892                               0                              0 #> ASV895                               0                              3 #> ASV898                               0                              0 #> ASV899                               0                              0 #> ASV903                               0                              0 #> ASV904                               0                              0 #> ASV906                               0                              0 #> ASV91                                0                              0 #> ASV914                               0                              0 #> ASV917                               0   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  0 #> ASV19                              0                             0 #> ASV192                           137                             0 #> ASV193                             0                             0 #> ASV194                             0                             0 #> ASV196                             0                             0 #> ASV198                             0                             0 #> ASV199                             0                             0 #> ASV2                               1                             1 #> ASV201                             0                             0 #> ASV202                             0                             0 #> ASV203                             0                             0 #> ASV205                             0                          1951 #> ASV207                             0                             0 #> ASV208                             0                             0 #> ASV210        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ASV598                               0                              0 #> ASV60                               78                              0 #> ASV602                               0                              0 #> ASV604                               0                              0 #> ASV605                               0                              0 #> ASV61                                0                              0 #> ASV614                               0                              0 #> ASV615                               0                              0 #> ASV616                               0                              0 #> ASV617                               0                              0 #> ASV618                               0                              0 #> ASV619                               0                              0 #> ASV626                               0                              0 #> ASV627                               0              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ASV105                             0                              0 #> ASV1052                            0                              0 #> ASV1053                            0                              0 #> ASV1058                            0                              0 #> ASV1059                            0                              0 #> ASV1063                            0                              0 #> ASV1067                            0                              0 #> ASV1068                            0                              0 #> ASV1069                            0                              0 #> ASV107                             0                              0 #> ASV1070                            0                              0 #> ASV1074                            0                              0 #> ASV1079                            0                              0 #> ASV1085                            0                              0 #> 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ASV1179                            0                              0 #> ASV1181                            0                              0 #> ASV119                             0                              0 #> ASV1190                            0                              0 #> ASV1192                            0                              0 #> ASV1198                            0                              0 #> ASV12                              0                              0 #> ASV1200                            0                              0 #> ASV1205                            0                              0 #> ASV1212                            0                              0 #> ASV1213                            0                              0 #> ASV1215                            0                              0 #> ASV1218                            0                              4 #> ASV122                             0                              0 #> 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      0 #> ASV261                               7                              0 #> ASV264                               0                              0 #> ASV266                               0                              0 #> ASV27                                0                              0 #> ASV271                               0                              0 #> ASV272                               0                              0 #> ASV279                               0                              0 #> ASV28                                0                              0 #> ASV280                               0                              0 #> ASV285                               0                              0 #> ASV286                               0                              0 #> ASV288                               0                              0 #> ASV29                                0                              0 #> ASV292                               0   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                       0                            0 #> ASV748                               0                            0 #> ASV749                               0                            0 #> ASV75                                0                            0 #> ASV752                               0                            0 #> ASV753                               0                            0 #> ASV756                              11                            0 #> ASV758                               0                            0 #> ASV760                               0                            0 #> ASV762                               0                            0 #> ASV765                               0                            0 #> ASV766                               0                            0 #> ASV767                               0                            0 #> ASV771                               3                            0 #> ASV772                               0                            0 #> ASV773                               0                            0 #> ASV78                                0                            0 #> ASV780                               0                            0 #> ASV784                               0                            0 #> ASV785                               0                            0 #> ASV787                               0                            0 #> ASV790                               0                            0 #> ASV792                               0                            0 #> ASV796                               0                            0 #> ASV797                               0                            5 #> ASV798                               0                            0 #> ASV8                                 0                            0 #> ASV801                               1                            0 #> ASV81                                7                            0 #> ASV816                               0                            0 #> ASV817                               0                            0 #> ASV82                                0                            0 #> ASV823                               0                            0 #> ASV828                               0                            0 #> ASV829                               0                            0 #> ASV832                               0                            0 #> ASV834                               0                            0 #> ASV837                               0                            0 #> ASV839                               0                            0 #> ASV840                               0                            0 #> ASV845                               0                            0 #> ASV847                               0                            0 #> ASV85                                0                            0 #> ASV854                               0                            0 #> ASV859                               0                            0 #> ASV860                               0                            0 #> ASV865                               0                            0 #> ASV87                                0                            0 #> ASV870                               0                            0 #> ASV874                               0                            0 #> ASV875                               0                            0 #> ASV880                               0                            0 #> ASV883                               0                            0 #> ASV884                               0                            0 #> ASV89                                0                            0 #> ASV891                               0                            0 #> ASV892                               0                            0 #> ASV895                               0                            0 #> ASV898                               0                            0 #> ASV899                               0                            0 #> ASV903                               0                            0 #> ASV904                              24                            0 #> ASV906                               0                            0 #> ASV91                                0                            0 #> ASV914                               0                            0 #> ASV917                               0                            0 #> ASV918                               0                            0 #> ASV92                                0                            0 #> ASV926                               0                            0 #> ASV927                               0                            0 #> ASV930                               0                            0 #> ASV932                               0                            0 #> ASV934                               0                            0 #> ASV94                                0                            0 #> ASV940                               0                            0 #> ASV942                               0                            0 #> ASV943                               0                            0 #> ASV945                               0                            0 #> ASV946                               0                            0 #> ASV950                               0                            0 #> ASV953                               0                            0 #> ASV961                               0                            0 #> ASV964                               0                            0 #> ASV966                               0                            0 #> ASV969                               0                            0 #> ASV973                               0                            0 #>         Z30.ABM560.M_S187_MERGED.fastq.gz #> ASV1004                                 0 #> ASV1006                                 0 #> ASV1007                                 0 #> ASV101                                  0 #> ASV1011                                 0 #> ASV1014                                 0 #> ASV1015                                 0 #> ASV1017                                 0 #> ASV1020                                 0 #> ASV1022                                 0 #> ASV1023                                 0 #> ASV1030                                 0 #> ASV1031                                 0 #> ASV1035                                 0 #> ASV1036                                 0 #> ASV1037                                 0 #> ASV104                                  0 #> ASV1045                                 0 #> ASV105                                  0 #> ASV1052                                 0 #> ASV1053                                 0 #> ASV1058                                 0 #> ASV1059                                 0 #> ASV1063                                 0 #> ASV1067                                 0 #> ASV1068                                 0 #> ASV1069                                 0 #> ASV107                                  0 #> ASV1070                                 0 #> ASV1074                                 0 #> ASV1079                                 0 #> ASV1085                                 0 #> ASV1093                                 0 #> ASV1097                                 0 #> ASV1102                                 0 #> ASV1107                                 0 #> ASV1108                                 0 #> ASV1109                                 0 #> ASV111                                  0 #> ASV1111                                 0 #> ASV1118                                 0 #> ASV1125                                 0 #> ASV1128                                 0 #> ASV1129                                 0 #> ASV113                                  0 #> ASV1132                                 0 #> ASV1133                                 0 #> ASV1134                                 0 #> ASV1141                                 6 #> ASV1143                                 0 #> ASV1144                                 0 #> ASV1146                                 0 #> ASV1152                                 0 #> ASV1155                                 0 #> ASV116                                  0 #> ASV1164                                 0 #> ASV1166                                 0 #> ASV1167                                 0 #> ASV1173                                 0 #> ASV1176                                 0 #> ASV1179                                 0 #> ASV1181                                 0 #> ASV119                                  0 #> ASV1190                                 0 #> ASV1192                                 2 #> ASV1198                                 0 #> ASV12                                   0 #> ASV1200                                 0 #> ASV1205                                76 #> ASV1212                                 0 #> ASV1213                                 0 #> ASV1215                                 0 #> ASV1218                                 0 #> ASV122                                  0 #> ASV1223                                 0 #> ASV1224                                 0 #> ASV1225                                 0 #> ASV1229                                 0 #> ASV1230                                 0 #> ASV1233                                 0 #> ASV1234                                 0 #> ASV1236                                 0 #> ASV1239                                 0 #> ASV124                                  0 #> ASV1242                                 0 #> ASV1253                                 0 #> ASV1259                                 0 #> ASV1263                                 0 #> ASV1265                                 0 #> ASV127                                  0 #> ASV1270                                 0 #> ASV1272                                 0 #> ASV1278                                 0 #> ASV1279                                 0 #> ASV1280                                 0 #> ASV1281                                 0 #> ASV1289                                 0 #> ASV129                                  0 #> ASV1290                                 0 #> ASV1294                                 0 #> ASV1295                                 0 #> ASV1297                                 0 #> ASV1300                                 0 #> ASV1302                                 0 #> ASV1303                                 0 #> ASV1304                                 0 #> ASV131                                  0 #> ASV1311                                 0 #> ASV1313                                 0 #> ASV1314                                 0 #> ASV1315                                12 #> ASV1319                                 0 #> ASV1320                                 0 #> ASV1321                                 0 #> ASV133                                  0 #> ASV1332                                 0 #> ASV1338                                 0 #> ASV1340                                 0 #> ASV1341                                 0 #> ASV1356                                 0 #> ASV1359                                 0 #> ASV1365                                 1 #> ASV1369                                 0 #> ASV137                                  0 #> ASV1370                                 0 #> ASV1377                                 0 #> ASV1379                                 0 #> ASV1380                                 0 #> ASV1386                                 0 #> ASV1388                                 0 #> ASV139                                  7 #> ASV1390                                 0 #> ASV1396                                 0 #> ASV1403                                 0 #> ASV1404                                 0 #> ASV1405                                 0 #> ASV1409                                 4 #> ASV1410                                 0 #> ASV1419                                19 #> ASV142                                  0 #> ASV1420                                 0 #> ASV1421                                 0 #> ASV1422                                 0 #> ASV1423                                 0 #> ASV1424                                 0 #> ASV1427                                 0 #> ASV1428                                 0 #> ASV143                                  0 #> ASV1434                                 0 #> ASV1437                                 0 #> ASV1438                                 0 #> ASV144                                  0 #> ASV145                                  0 #> ASV1454                                 0 #> ASV1455                                 0 #> ASV1458                                 0 #> ASV1459                                 0 #> ASV1460                                 0 #> ASV1461                                 0 #> ASV1462                                 0 #> ASV1468                                 0 #> ASV1469                                 0 #> ASV147                                  0 #> ASV148                                 15 #> ASV1483                                 0 #> ASV1484                                 0 #> ASV1485                                 0 #> ASV1493                                 0 #> ASV1495                                 0 #> ASV1507                                 0 #> ASV151                                  0 #> ASV1510                                 0 #> ASV1518                                 0 #> ASV152                                  0 #> ASV1523                                 0 #> ASV1526                                 0 #> ASV1532                                 0 #> ASV1537                                 0 #> ASV1543                                 0 #> ASV1545                                 0 #> ASV1548                                 0 #> ASV1550                                 0 #> ASV1552                                 0 #> ASV1553                                 0 #> ASV1557                                 0 #> ASV1558                                 0 #> ASV1561                                 0 #> ASV1562                                 0 #> ASV1564                                 0 #> ASV1565                                 0 #> ASV1574                                 0 #> ASV1576                                 0 #> ASV1577                                 0 #> ASV1583                                 0 #> ASV1584                                 0 #> ASV1586                                 0 #> ASV1588                                 0 #> ASV159                                  0 #> ASV1591                                 0 #> ASV1603                                 0 #> ASV1609                                 0 #> ASV1611                                 0 #> ASV1615                                 0 #> ASV162                                  0 #> ASV1624                                 0 #> ASV1628                                 0 #> ASV1630                                 0 #> ASV1632                                 0 #> ASV1635                                 0 #> ASV1636                                 0 #> ASV1642                                 0 #> ASV1644                                 0 #> ASV1645                                 0 #> ASV1650                                 0 #> ASV1653                                 0 #> ASV1658                                 0 #> ASV1662                                 0 #> ASV1667                                 0 #> ASV1674                                 0 #> ASV1681                                 0 #> ASV1683                                 0 #> ASV1684                                 0 #> ASV1690                                 0 #> ASV1697                                 0 #> ASV170                                304 #> ASV1704                                 0 #> ASV171                                  0 #> ASV1712                                 0 #> ASV172                                  0 #> ASV1726                                 0 #> ASV175                                  0 #> ASV176                                  0 #> ASV178                                  0 #> ASV179                                  0 #> ASV18                                 132 #> ASV19                                   0 #> ASV192                                  0 #> ASV193                                  0 #> ASV194                                  0 #> ASV196                                  0 #> ASV198                                  0 #> ASV199                                  0 #> ASV2                                    6 #> ASV201                                  0 #> ASV202                                  0 #> ASV203                                  0 #> ASV205                                  0 #> ASV207                                  0 #> ASV208                                  0 #> ASV210                                  0 #> ASV215                                  0 #> ASV219                                  0 #> ASV221                                  0 #> ASV222                                  0 #> ASV223                                  0 #> ASV224                                  4 #> ASV227                                  0 #> ASV23                                   0 #> ASV230                                  0 #> ASV235                                  0 #> ASV238                                  0 #> ASV24                                   0 #> ASV242                                  0 #> ASV244                                 11 #> ASV248                                  0 #> ASV249                                  0 #> ASV25                                   0 #> ASV251                                  0 #> ASV253                                  0 #> ASV254                                  0 #> ASV255                                  0 #> ASV26                                   0 #> ASV261                                136 #> ASV264                                  0 #> ASV266                                  0 #> ASV27                                   0 #> ASV271                                  0 #> ASV272                                  0 #> ASV279                                  0 #> ASV28                                   0 #> ASV280                                  0 #> ASV285                                  0 #> ASV286                                  0 #> ASV288                                  0 #> ASV29                                   0 #> ASV292                                  0 #> ASV297                                  0 #> ASV310                                  0 #> ASV311                                  0 #> ASV313                                  0 #> ASV314                                  0 #> ASV318                                  0 #> ASV32                                   0 #> ASV320                                  0 #> ASV322                                  0 #> ASV327                                  0 #> ASV329                                  0 #> ASV33                                   1 #> ASV334                                  0 #> ASV338                                  0 #> ASV339                                  0 #> ASV341                                  0 #> ASV344                                  0 #> ASV346                                  0 #> ASV35                                   0 #> ASV355                                  0 #> ASV357                                  0 #> ASV358                                  0 #> ASV359                                  0 #> ASV360                                  0 #> ASV365                                  0 #> ASV367                                  0 #> ASV368                                  0 #> ASV377                                  0 #> ASV378                                 69 #> ASV38                                   0 #> ASV383                                  0 #> ASV384                                  0 #> ASV388                                  0 #> ASV393                                  0 #> ASV399                                  0 #> ASV402                                  9 #> ASV404                                  0 #> ASV405                                  0 #> ASV41                                   0 #> ASV419                                  0 #> ASV42                                   0 #> ASV420                                  0 #> ASV422                                  0 #> ASV427                                  0 #> ASV428                                  0 #> ASV43                                   0 #> ASV431                                  0 #> ASV440                                  0 #> ASV443                                  0 #> ASV444                                  0 #> ASV45                                   0 #> ASV454                                  0 #> ASV458                                  0 #> ASV459                                  0 #> ASV46                                   0 #> ASV461                                  0 #> ASV462                                  0 #> ASV464                                  0 #> ASV47                                   0 #> ASV475                                  0 #> ASV477                                  0 #> ASV48                                   0 #> ASV483                                  0 #> ASV488                                  0 #> ASV489                                  0 #> ASV49                                   0 #> ASV497                                  0 #> ASV50                                   0 #> ASV500                                  0 #> ASV504                                  0 #> ASV505                                  0 #> ASV507                                  0 #> ASV509                                  0 #> ASV515                                  0 #> ASV517                                  0 #> ASV52                                   0 #> ASV523                                  0 #> ASV524                                  0 #> ASV526                                  0 #> ASV53                                   0 #> ASV530                                  0 #> ASV533                                  0 #> ASV537                                  0 #> ASV542                                  4 #> ASV543                                  0 #> ASV545                                  0 #> ASV546                                  0 #> ASV549                                  0 #> ASV55                                   0 #> ASV552                                  0 #> ASV556                                  0 #> ASV559                                  0 #> ASV563                                  0 #> ASV564                                  0 #> ASV566                                  0 #> ASV567                                  0 #> ASV569                                  0 #> ASV570                                  0 #> ASV577                                  0 #> ASV578                                  0 #> ASV579                                  0 #> ASV58                                   0 #> ASV586                                  0 #> ASV588                                  0 #> ASV59                                   0 #> ASV591                                  0 #> ASV592                                  0 #> ASV596                                  0 #> ASV598                                  0 #> ASV60                                   8 #> ASV602                                  0 #> ASV604                                  0 #> ASV605                                  0 #> ASV61                                   0 #> ASV614                                  0 #> ASV615                                  0 #> ASV616                                  0 #> ASV617                                  0 #> ASV618                                  0 #> ASV619                                  0 #> ASV626                                  0 #> ASV627                                  0 #> ASV631                                  0 #> ASV632                                  0 #> ASV633                                  0 #> ASV635                                  0 #> ASV637                                  0 #> ASV64                                   0 #> ASV641                                  0 #> ASV643                                  0 #> ASV65                                   0 #> ASV650                                  0 #> ASV652                                  0 #> ASV653                                  0 #> ASV654                                  0 #> ASV662                                  0 #> ASV665                                  0 #> ASV667                                 13 #> ASV67                                   0 #> ASV672                                  0 #> ASV673                                  0 #> ASV685                                  0 #> ASV686                                  0 #> ASV687                                  0 #> ASV69                                   0 #> ASV692                                  0 #> ASV693                                  0 #> ASV694                                  0 #> ASV697                                  0 #> ASV699                                  0 #> ASV710                                  0 #> ASV711                                  0 #> ASV715                                  0 #> ASV717                                  0 #> ASV720                                  0 #> ASV722                                  0 #> ASV724                                  0 #> ASV726                                  0 #> ASV727                                  0 #> ASV729                                  0 #> ASV730                                  0 #> ASV731                                  0 #> ASV733                                  9 #> ASV737                                  0 #> ASV739                                  0 #> ASV741                                  0 #> ASV743                                  0 #> ASV744                                  0 #> ASV746                                  0 #> ASV748                                  0 #> ASV749                                  0 #> ASV75                                   0 #> ASV752                                  0 #> ASV753                                  0 #> ASV756                                  0 #> ASV758                                  0 #> ASV760                                  0 #> ASV762                                  0 #> ASV765                                  0 #> ASV766                                  0 #> ASV767                                  0 #> ASV771                                  0 #> ASV772                                  0 #> ASV773                                  0 #> ASV78                                   0 #> ASV780                                  0 #> ASV784                                 10 #> ASV785                                  0 #> ASV787                                  0 #> ASV790                                  0 #> ASV792                                  0 #> ASV796                                  0 #> ASV797                                  0 #> ASV798                                  0 #> ASV8                                 9691 #> ASV801                                  1 #> ASV81                                   0 #> ASV816                                  0 #> ASV817                                  0 #> ASV82                                   0 #> ASV823                                  0 #> ASV828                                  1 #> ASV829                                  0 #> ASV832                                  0 #> ASV834                                  0 #> ASV837                                  0 #> ASV839                                  0 #> ASV840                                  0 #> ASV845                                  0 #> ASV847                                  0 #> ASV85                                   0 #> ASV854                                  0 #> ASV859                                  0 #> ASV860                                  0 #> ASV865                                  0 #> ASV87                                   0 #> ASV870                                  0 #> ASV874                                  4 #> ASV875                                  0 #> ASV880                                  0 #> ASV883                                  0 #> ASV884                                  0 #> ASV89                                   0 #> ASV891                                  0 #> ASV892                                  0 #> ASV895                                  0 #> ASV898                                  0 #> ASV899                                  0 #> ASV903                                  0 #> ASV904                                  0 #> ASV906                                  0 #> ASV91                                   0 #> ASV914                                  0 #> ASV917                                  0 #> ASV918                                  0 #> ASV92                                  17 #> ASV926                                  0 #> ASV927                                  0 #> ASV930                                  0 #> ASV932                                  0 #> ASV934                                  0 #> ASV94                                 208 #> ASV940                                  0 #> ASV942                                  0 #> ASV943                                  0 #> ASV945                                  0 #> ASV946                                  0 #> ASV950                                  0 #> ASV953                                  0 #> ASV961                                  0 #> ASV964                                  0 #> ASV966                                  0 #> ASV969                                  0 #> ASV973                                  0 #>  [ reached 'max' / getOption(\"max.print\") -- omitted 9 rows ] #>  #> $res_lulu$curated_count #> [1] 549 #>  #> $res_lulu$curated_otus #>   [1] \"ASV1004\" \"ASV1006\" \"ASV1007\" \"ASV101\"  \"ASV1011\" \"ASV1014\" \"ASV1015\" #>   [8] \"ASV1017\" \"ASV1020\" \"ASV1022\" \"ASV1023\" \"ASV1030\" \"ASV1031\" \"ASV1035\" #>  [15] \"ASV1036\" \"ASV1037\" \"ASV104\"  \"ASV1045\" \"ASV105\"  \"ASV1052\" \"ASV1053\" #>  [22] \"ASV1058\" \"ASV1059\" \"ASV1063\" \"ASV1067\" \"ASV1068\" \"ASV1069\" \"ASV107\"  #>  [29] \"ASV1070\" \"ASV1074\" \"ASV1079\" \"ASV1085\" \"ASV1093\" \"ASV1097\" \"ASV1102\" #>  [36] \"ASV1107\" \"ASV1108\" \"ASV1109\" \"ASV111\"  \"ASV1111\" \"ASV1118\" \"ASV1125\" #>  [43] \"ASV1128\" \"ASV1129\" \"ASV113\"  \"ASV1132\" \"ASV1133\" \"ASV1134\" \"ASV1141\" #>  [50] \"ASV1143\" \"ASV1144\" \"ASV1146\" \"ASV1152\" \"ASV1155\" \"ASV116\"  \"ASV1164\" #>  [57] \"ASV1166\" \"ASV1167\" \"ASV1173\" \"ASV1176\" \"ASV1179\" \"ASV1181\" \"ASV119\"  #>  [64] \"ASV1190\" \"ASV1192\" \"ASV1198\" \"ASV12\"   \"ASV1200\" \"ASV1205\" \"ASV1212\" #>  [71] \"ASV1213\" \"ASV1215\" \"ASV1218\" \"ASV122\"  \"ASV1223\" \"ASV1224\" \"ASV1225\" #>  [78] \"ASV1229\" \"ASV1230\" \"ASV1233\" \"ASV1234\" \"ASV1236\" \"ASV1239\" \"ASV124\"  #>  [85] \"ASV1242\" \"ASV1253\" \"ASV1259\" \"ASV1263\" \"ASV1265\" \"ASV127\"  \"ASV1270\" #>  [92] \"ASV1272\" \"ASV1278\" \"ASV1279\" \"ASV1280\" \"ASV1281\" \"ASV1289\" \"ASV129\"  #>  [99] \"ASV1290\" \"ASV1294\" \"ASV1295\" \"ASV1297\" \"ASV1300\" \"ASV1302\" \"ASV1303\" #> [106] \"ASV1304\" \"ASV131\"  \"ASV1311\" \"ASV1313\" \"ASV1314\" \"ASV1315\" \"ASV1319\" #> [113] \"ASV1320\" \"ASV1321\" \"ASV133\"  \"ASV1332\" \"ASV1338\" \"ASV1340\" \"ASV1341\" #> [120] \"ASV1356\" \"ASV1359\" \"ASV1365\" \"ASV1369\" \"ASV137\"  \"ASV1370\" \"ASV1377\" #> [127] \"ASV1379\" \"ASV1380\" \"ASV1386\" \"ASV1388\" \"ASV139\"  \"ASV1390\" \"ASV1396\" #> [134] \"ASV1403\" \"ASV1404\" \"ASV1405\" \"ASV1409\" \"ASV1410\" \"ASV1419\" \"ASV142\"  #> [141] \"ASV1420\" \"ASV1421\" \"ASV1422\" \"ASV1423\" \"ASV1424\" \"ASV1427\" \"ASV1428\" #> [148] \"ASV143\"  \"ASV1434\" \"ASV1437\" \"ASV1438\" \"ASV144\"  \"ASV145\"  \"ASV1454\" #> [155] \"ASV1455\" \"ASV1458\" \"ASV1459\" \"ASV1460\" \"ASV1461\" \"ASV1462\" \"ASV1468\" #> [162] \"ASV1469\" \"ASV147\"  \"ASV148\"  \"ASV1483\" \"ASV1484\" \"ASV1485\" \"ASV1493\" #> [169] \"ASV1495\" \"ASV1507\" \"ASV151\"  \"ASV1510\" \"ASV1518\" \"ASV152\"  \"ASV1523\" #> [176] \"ASV1526\" \"ASV1532\" \"ASV1537\" \"ASV1543\" \"ASV1545\" \"ASV1548\" \"ASV1550\" #> [183] \"ASV1552\" \"ASV1553\" \"ASV1557\" \"ASV1558\" \"ASV1561\" \"ASV1562\" \"ASV1564\" #> [190] \"ASV1565\" \"ASV1574\" \"ASV1576\" \"ASV1577\" \"ASV1583\" \"ASV1584\" \"ASV1586\" #> [197] \"ASV1588\" \"ASV159\"  \"ASV1591\" \"ASV1603\" \"ASV1609\" \"ASV1611\" \"ASV1615\" #> [204] \"ASV162\"  \"ASV1624\" \"ASV1628\" \"ASV1630\" \"ASV1632\" \"ASV1635\" \"ASV1636\" #> [211] \"ASV1642\" \"ASV1644\" \"ASV1645\" \"ASV1650\" \"ASV1653\" \"ASV1658\" \"ASV1662\" #> [218] \"ASV1667\" \"ASV1674\" \"ASV1681\" \"ASV1683\" \"ASV1684\" \"ASV1690\" \"ASV1697\" #> [225] \"ASV170\"  \"ASV1704\" \"ASV171\"  \"ASV1712\" \"ASV172\"  \"ASV1726\" \"ASV175\"  #> [232] \"ASV176\"  \"ASV178\"  \"ASV179\"  \"ASV18\"   \"ASV19\"   \"ASV192\"  \"ASV193\"  #> [239] \"ASV194\"  \"ASV196\"  \"ASV198\"  \"ASV199\"  \"ASV2\"    \"ASV201\"  \"ASV202\"  #> [246] \"ASV203\"  \"ASV205\"  \"ASV207\"  \"ASV208\"  \"ASV210\"  \"ASV215\"  \"ASV219\"  #> [253] \"ASV221\"  \"ASV222\"  \"ASV223\"  \"ASV224\"  \"ASV227\"  \"ASV23\"   \"ASV230\"  #> [260] \"ASV235\"  \"ASV238\"  \"ASV24\"   \"ASV242\"  \"ASV244\"  \"ASV248\"  \"ASV249\"  #> [267] \"ASV25\"   \"ASV251\"  \"ASV253\"  \"ASV254\"  \"ASV255\"  \"ASV26\"   \"ASV261\"  #> [274] \"ASV264\"  \"ASV266\"  \"ASV27\"   \"ASV271\"  \"ASV272\"  \"ASV279\"  \"ASV28\"   #> [281] \"ASV280\"  \"ASV285\"  \"ASV286\"  \"ASV288\"  \"ASV29\"   \"ASV292\"  \"ASV297\"  #> [288] \"ASV310\"  \"ASV311\"  \"ASV313\"  \"ASV314\"  \"ASV318\"  \"ASV32\"   \"ASV320\"  #> [295] \"ASV322\"  \"ASV327\"  \"ASV329\"  \"ASV33\"   \"ASV334\"  \"ASV338\"  \"ASV339\"  #> [302] \"ASV341\"  \"ASV344\"  \"ASV346\"  \"ASV35\"   \"ASV355\"  \"ASV357\"  \"ASV358\"  #> [309] \"ASV359\"  \"ASV360\"  \"ASV365\"  \"ASV367\"  \"ASV368\"  \"ASV377\"  \"ASV378\"  #> [316] \"ASV38\"   \"ASV383\"  \"ASV384\"  \"ASV388\"  \"ASV393\"  \"ASV399\"  \"ASV402\"  #> [323] \"ASV404\"  \"ASV405\"  \"ASV41\"   \"ASV419\"  \"ASV42\"   \"ASV420\"  \"ASV422\"  #> [330] \"ASV427\"  \"ASV428\"  \"ASV43\"   \"ASV431\"  \"ASV440\"  \"ASV443\"  \"ASV444\"  #> [337] \"ASV45\"   \"ASV454\"  \"ASV458\"  \"ASV459\"  \"ASV46\"   \"ASV461\"  \"ASV462\"  #> [344] \"ASV464\"  \"ASV47\"   \"ASV475\"  \"ASV477\"  \"ASV48\"   \"ASV483\"  \"ASV488\"  #> [351] \"ASV489\"  \"ASV49\"   \"ASV497\"  \"ASV50\"   \"ASV500\"  \"ASV504\"  \"ASV505\"  #> [358] \"ASV507\"  \"ASV509\"  \"ASV515\"  \"ASV517\"  \"ASV52\"   \"ASV523\"  \"ASV524\"  #> [365] \"ASV526\"  \"ASV53\"   \"ASV530\"  \"ASV533\"  \"ASV537\"  \"ASV542\"  \"ASV543\"  #> [372] \"ASV545\"  \"ASV546\"  \"ASV549\"  \"ASV55\"   \"ASV552\"  \"ASV556\"  \"ASV559\"  #> [379] \"ASV563\"  \"ASV564\"  \"ASV566\"  \"ASV567\"  \"ASV569\"  \"ASV570\"  \"ASV577\"  #> [386] \"ASV578\"  \"ASV579\"  \"ASV58\"   \"ASV586\"  \"ASV588\"  \"ASV59\"   \"ASV591\"  #> [393] \"ASV592\"  \"ASV596\"  \"ASV598\"  \"ASV60\"   \"ASV602\"  \"ASV604\"  \"ASV605\"  #> [400] \"ASV61\"   \"ASV614\"  \"ASV615\"  \"ASV616\"  \"ASV617\"  \"ASV618\"  \"ASV619\"  #> [407] \"ASV626\"  \"ASV627\"  \"ASV631\"  \"ASV632\"  \"ASV633\"  \"ASV635\"  \"ASV637\"  #> [414] \"ASV64\"   \"ASV641\"  \"ASV643\"  \"ASV65\"   \"ASV650\"  \"ASV652\"  \"ASV653\"  #> [421] \"ASV654\"  \"ASV662\"  \"ASV665\"  \"ASV667\"  \"ASV67\"   \"ASV672\"  \"ASV673\"  #> [428] \"ASV685\"  \"ASV686\"  \"ASV687\"  \"ASV69\"   \"ASV692\"  \"ASV693\"  \"ASV694\"  #> [435] \"ASV697\"  \"ASV699\"  \"ASV710\"  \"ASV711\"  \"ASV715\"  \"ASV717\"  \"ASV720\"  #> [442] \"ASV722\"  \"ASV724\"  \"ASV726\"  \"ASV727\"  \"ASV729\"  \"ASV730\"  \"ASV731\"  #> [449] \"ASV733\"  \"ASV737\"  \"ASV739\"  \"ASV741\"  \"ASV743\"  \"ASV744\"  \"ASV746\"  #> [456] \"ASV748\"  \"ASV749\"  \"ASV75\"   \"ASV752\"  \"ASV753\"  \"ASV756\"  \"ASV758\"  #> [463] \"ASV760\"  \"ASV762\"  \"ASV765\"  \"ASV766\"  \"ASV767\"  \"ASV771\"  \"ASV772\"  #> [470] \"ASV773\"  \"ASV78\"   \"ASV780\"  \"ASV784\"  \"ASV785\"  \"ASV787\"  \"ASV790\"  #> [477] \"ASV792\"  \"ASV796\"  \"ASV797\"  \"ASV798\"  \"ASV8\"    \"ASV801\"  \"ASV81\"   #> [484] \"ASV816\"  \"ASV817\"  \"ASV82\"   \"ASV823\"  \"ASV828\"  \"ASV829\"  \"ASV832\"  #> [491] \"ASV834\"  \"ASV837\"  \"ASV839\"  \"ASV840\"  \"ASV845\"  \"ASV847\"  \"ASV85\"   #> [498] \"ASV854\"  \"ASV859\"  \"ASV860\"  \"ASV865\"  \"ASV87\"   \"ASV870\"  \"ASV874\"  #> [505] \"ASV875\"  \"ASV880\"  \"ASV883\"  \"ASV884\"  \"ASV89\"   \"ASV891\"  \"ASV892\"  #> [512] \"ASV895\"  \"ASV898\"  \"ASV899\"  \"ASV903\"  \"ASV904\"  \"ASV906\"  \"ASV91\"   #> [519] \"ASV914\"  \"ASV917\"  \"ASV918\"  \"ASV92\"   \"ASV926\"  \"ASV927\"  \"ASV930\"  #> [526] \"ASV932\"  \"ASV934\"  \"ASV94\"   \"ASV940\"  \"ASV942\"  \"ASV943\"  \"ASV945\"  #> [533] \"ASV946\"  \"ASV950\"  \"ASV953\"  \"ASV961\"  \"ASV964\"  \"ASV966\"  \"ASV969\"  #> [540] \"ASV973\"  \"ASV976\"  \"ASV98\"   \"ASV984\"  \"ASV987\"  \"ASV988\"  \"ASV994\"  #> [547] \"ASV995\"  \"ASV996\"  \"ASV999\"  #>  #> $res_lulu$discarded_count #> [1] 102 #>  #> $res_lulu$discarded_otus #>   [1] \"ASV666\"  \"ASV989\"  \"ASV209\"  \"ASV474\"  \"ASV348\"  \"ASV831\"  \"ASV493\"  #>   [8] \"ASV853\"  \"ASV466\"  \"ASV576\"  \"ASV963\"  \"ASV1082\" \"ASV1337\" \"ASV541\"  #>  [15] \"ASV962\"  \"ASV1027\" \"ASV1078\" \"ASV1268\" \"ASV333\"  \"ASV981\"  \"ASV1247\" #>  [22] \"ASV1261\" \"ASV534\"  \"ASV975\"  \"ASV1276\" \"ASV776\"  \"ASV814\"  \"ASV1467\" #>  [29] \"ASV594\"  \"ASV624\"  \"ASV858\"  \"ASV986\"  \"ASV1066\" \"ASV1101\" \"ASV415\"  #>  [36] \"ASV736\"  \"ASV764\"  \"ASV941\"  \"ASV1010\" \"ASV1131\" \"ASV1376\" \"ASV1381\" #>  [43] \"ASV1625\" \"ASV294\"  \"ASV364\"  \"ASV476\"  \"ASV660\"  \"ASV979\"  \"ASV1182\" #>  [50] \"ASV1228\" \"ASV1271\" \"ASV1375\" \"ASV1657\" \"ASV99\"   \"ASV375\"  \"ASV671\"  #>  [57] \"ASV836\"  \"ASV915\"  \"ASV959\"  \"ASV1262\" \"ASV1387\" \"ASV1542\" \"ASV1663\" #>  [64] \"ASV68\"   \"ASV77\"   \"ASV491\"  \"ASV580\"  \"ASV700\"  \"ASV795\"  \"ASV998\"  #>  [71] \"ASV1024\" \"ASV1169\" \"ASV1305\" \"ASV1401\" \"ASV108\"  \"ASV168\"  \"ASV284\"  #>  [78] \"ASV298\"  \"ASV305\"  \"ASV379\"  \"ASV557\"  \"ASV636\"  \"ASV651\"  \"ASV689\"  #>  [85] \"ASV833\"  \"ASV835\"  \"ASV851\"  \"ASV856\"  \"ASV868\"  \"ASV1055\" \"ASV1092\" #>  [92] \"ASV1117\" \"ASV1178\" \"ASV1291\" \"ASV1448\" \"ASV1451\" \"ASV1453\" \"ASV1470\" #>  [99] \"ASV1471\" \"ASV1563\" \"ASV1627\" \"ASV1665\" #>  #> $res_lulu$runtime #> Time difference of 11.78235 secs #>  #> $res_lulu$minimum_match #> [1] 84 #>  #> $res_lulu$minimum_relative_cooccurence #> [1] 0.95 #>  #> $res_lulu$otu_map #>         total spread parent_id curated rank #> ASV2    92884    137      ASV2  parent    1 #> ASV8    46857     92      ASV8  parent    2 #> ASV509    550     54    ASV509  parent  202 #> ASV662    370     54    ASV662  parent  269 #> ASV38   13829     49     ASV38  parent   16 #> ASV749    301     47    ASV749  parent  302 #> ASV60    8097     42     ASV60  parent   37 #> ASV505    511     42    ASV505  parent  211 #> ASV28   20027     41     ASV28  parent   11 #> ASV724    317     40    ASV724  parent  290 #> ASV758    296     38    ASV758  parent  306 #> ASV1198   121     38   ASV1198  parent  474 #> ASV420    753     37    ASV420  parent  174 #> ASV1128   138     36   ASV1128  parent  451 #> ASV641    399     35    ASV641  parent  257 #> ASV859    233     35    ASV859  parent  352 #> ASV12   38237     34     ASV12  parent    3 #> ASV378    851     34    ASV378  parent  162 #> ASV18   27368     33     ASV18  parent    4 #> ASV172   2830     33    ASV172  parent   81 #> ASV139   3873     32    ASV139  parent   67 #> ASV329    973     32    ASV329  parent  151 #> ASV244   1673     31    ASV244  parent  110 #> ASV756    297     31    ASV756  parent  305 #> ASV884    223     30    ASV884  parent  359 #> ASV43   12132     29     ASV43  parent   19 #> ASV52   10099     29     ASV52  parent   26 #> ASV94    5842     29     ASV94  parent   48 #> ASV546    453     29    ASV546  parent  233 #> ASV790    271     29    ASV790  parent  321 #> ASV1052   159     29   ASV1052  parent  425 #> ASV666    371     28      ASV8  merged  267 #> ASV727    271     28    ASV727  parent  322 #> ASV1427    80     28   ASV1427  parent  557 #> ASV113   4822     27    ASV113  parent   57 #> ASV170   2860     27    ASV170  parent   79 #> ASV261   1505     27    ASV261  parent  118 #> ASV772    283     27    ASV772  parent  313 #> ASV845    240     27    ASV845  parent  344 #> ASV159   3164     26    ASV159  parent   76 #> ASV559    480     26    ASV559  parent  221 #> ASV586    451     26    ASV586  parent  235 #> ASV1192   122     26   ASV1192  parent  473 #> ASV19   27103     25     ASV19  parent    5 #> ASV69    8205     25     ASV69  parent   36 #> ASV89    6481     25     ASV89  parent   45 #> ASV784    276     25    ASV784  parent  317 #> ASV989    177     25     ASV38  merged  398 #> ASV209   2150     24      ASV8  merged   97 #> ASV428    734     24    ASV428  parent  177 #> ASV904    214     23    ASV904  parent  366 #> ASV906    213     22    ASV906  parent  367 #> ASV65    8834     21     ASV65  parent   33 #> ASV255   1561     21    ASV255  parent  117 #> ASV693    345     21    ASV693  parent  278 #> ASV816    256     21    ASV816  parent  329 #> ASV1074   153     21   ASV1074  parent  436 #> ASV24   22387     20     ASV24  parent    7 #> ASV474    612     20     ASV94  merged  189 #> ASV178   2743     19    ASV178  parent   84 #> ASV266   1471     19    ASV266  parent  120 #> ASV348   1005     19      ASV8  merged  149 #> ASV461    652     19    ASV461  parent  185 #> ASV631    265     19    ASV631  parent  327 #> ASV828    250     19    ASV828  parent  333 #> ASV248   1648     18    ASV248  parent  111 #> ASV310   1180     18    ASV310  parent  134 #> ASV357    968     18    ASV357  parent  152 #> ASV831    248     18     ASV18  merged  335 #> ASV1315   100     18   ASV1315  parent  518 #> ASV1409    83     18   ASV1409  parent  550 #> ASV1428    80     18   ASV1428  parent  558 #> ASV81    7504     17     ASV81  parent   41 #> ASV151   3378     17    ASV151  parent   74 #> ASV358    959     17    ASV358  parent  153 #> ASV368    892     17    ASV368  parent  158 #> ASV443    694     17    ASV443  parent  180 #> ASV493    581     17      ASV8  merged  197 #> ASV771    285     17    ASV771  parent  312 #> ASV880    226     17    ASV880  parent  357 #> ASV1004   171     17   ASV1004  parent  404 #> ASV1007   170     17   ASV1007  parent  406 #> ASV1063   157     17   ASV1063  parent  430 #> ASV1108   141     17   ASV1108  parent  446 #> ASV1421    81     17   ASV1421  parent  551 #> ASV1674    23     17   ASV1674  parent  638 #> ASV25   21522     16     ASV25  parent    8 #> ASV853    236     16     ASV38  merged  346 #> ASV1022   167     16   ASV1022  parent  412 #> ASV1036   162     16   ASV1036  parent  423 #> ASV1278   104     16   ASV1278  parent  504 #> ASV1483    73     16   ASV1483  parent  578 #> ASV313   1171     15    ASV313  parent  136 #> ASV542    489     15    ASV542  parent  217 #> ASV556    484     15    ASV556  parent  219 #> ASV927    207     15    ASV927  parent  372 #> ASV930    204     15    ASV930  parent  374 #> ASV1020   167     15   ASV1020  parent  413 #> ASV87    6921     14     ASV87  parent   44 #> ASV171   2836     14    ASV171  parent   80 #> ASV175   2779     14    ASV175  parent   82 #> ASV404    785     14    ASV404  parent  170 #> ASV504    565     14    ASV504  parent  200 #> ASV507    558     14    ASV507  parent  201 #> ASV618    421     14    ASV618  parent  248 #> ASV626    410     14    ASV626  parent  251 #> ASV1230   114     14   ASV1230  parent  486 #> ASV1332    97     14   ASV1332  parent  526 #> ASV1365    90     14   ASV1365  parent  533 #> ASV26   20660     13     ASV26  parent    9 #> ASV55    9432     13     ASV55  parent   28 #> ASV98    5716     13     ASV98  parent   49 #> ASV107   5158     13    ASV107  parent   54 #> ASV137   3924     13    ASV137  parent   66 #> ASV286   1347     13    ASV286  parent  127 #> ASV339   1034     13    ASV339  parent  145 #> ASV355    975     13    ASV355  parent  150 #> ASV563    476     13    ASV563  parent  222 #> ASV746    302     13    ASV746  parent  300 #> ASV766    289     13    ASV766  parent  310 #> ASV832    248     13    ASV832  parent  336 #> ASV926    207     13    ASV926  parent  373 #> ASV994    176     13    ASV994  parent  400 #> ASV999    165     13    ASV999  parent  416 #> ASV1224   116     13   ASV1224  parent  481 #> ASV1359    91     13   ASV1359  parent  532 #> ASV1462    76     13   ASV1462  parent  569 #> ASV29   19661     12     ASV29  parent   12 #> ASV292   1308     12    ASV292  parent  129 #> ASV346   1014     12    ASV346  parent  148 #> ASV367    878     12    ASV367  parent  159 #> ASV377    854     12    ASV377  parent  161 #> ASV440    704     12    ASV440  parent  179 #> ASV466    642     12     ASV38  merged  188 #> ASV477    606     12    ASV477  parent  191 #> ASV488    587     12    ASV488  parent  194 #> ASV517    545     12    ASV517  parent  204 #> ASV543    499     12    ASV543  parent  214 #> ASV576    467     12      ASV2  merged  228 #> ASV592    444     12    ASV592  parent  237 #> ASV694    345     12    ASV694  parent  279 #> ASV717    327     12    ASV717  parent  286 #> ASV787    275     12    ASV787  parent  319 #> ASV797    269     12    ASV797  parent  324 #> ASV1030   164     12   ASV1030  parent  418 #> ASV1031   164     12   ASV1031  parent  419 #> ASV1058   158     12   ASV1058  parent  428 #> ASV1059   158     12   ASV1059  parent  429 #> ASV1321    99     12   ASV1321  parent  522 #> ASV42   12270     11     ASV42  parent   18 #> ASV78    7725     11     ASV78  parent   40 #> ASV129   4239     11    ASV129  parent   63 #> ASV272   1431     11    ASV272  parent  122 #> ASV334   1058     11    ASV334  parent  142 #> ASV365    905     11    ASV365  parent  157 #> ASV462    650     11    ASV462  parent  186 #> ASV673    361     11    ASV673  parent  272 #> ASV715    330     11    ASV715  parent  285 #> ASV729    316     11    ASV729  parent  291 #> ASV860    234     11    ASV860  parent  349 #> ASV963    191     11    ASV172  merged  386 #> ASV966    186     11    ASV966  parent  389 #> ASV1011   169     11   ASV1011  parent  407 #> ASV1035   163     11   ASV1035  parent  420 #> ASV1082   150     11      ASV2  merged  438 #> ASV1253   109     11   ASV1253  parent  493 #> ASV1270   106     11   ASV1270  parent  498 #> ASV1337    96     11     ASV38  merged  527 #> ASV1410    79     11   ASV1410  parent  559 #> ASV33   16058     10     ASV33  parent   14 #> ASV41   12922     10     ASV41  parent   17 #> ASV45   11699     10     ASV45  parent   20 #> ASV145   3614     10    ASV145  parent   71 #> ASV192   2467     10    ASV192  parent   86 #> ASV194   2433     10    ASV194  parent   87 #> ASV199   2368     10    ASV199  parent   90 #> ASV223   1872     10    ASV223  parent  103 #> ASV193   1602     10    ASV193  parent  114 #> ASV405    784     10    ASV405  parent  171 #> ASV523    531     10    ASV523  parent  205 #> ASV541    501     10      ASV2  merged  213 #> ASV566    473     10    ASV566  parent  224 #> ASV615    426     10    ASV615  parent  245 #> ASV932    204     10    ASV932  parent  375 #> ASV962    191     10      ASV2  merged  387 #> ASV1027   165     10      ASV2  merged  417 #> ASV984    163     10    ASV984  parent  421 #> ASV1078   152     10     ASV19  merged  437 #> ASV1085   149     10   ASV1085  parent  439 #> ASV1268   106     10    ASV139  merged  499 #> ASV1300   101     10   ASV1300  parent  514 #> ASV1302   101     10   ASV1302  parent  515 #> ASV1304    99     10   ASV1304  parent  523 #> ASV1340    95     10   ASV1340  parent  529 #> ASV1380    89     10   ASV1380  parent  539 #> ASV116   4726      9    ASV116  parent   58 #> ASV235   1766      9    ASV235  parent  107 #> ASV333   1058      9     ASV19  merged  143 #> ASV344   1022      9    ASV344  parent  147 #> ASV464    644      9    ASV464  parent  187 #> ASV598    439      9    ASV598  parent  240 #> ASV654    389      9    ASV654  parent  262 #> ASV697    343      9    ASV697  parent  280 #> ASV737    305      9    ASV737  parent  296 #> ASV741    303      9    ASV741  parent  297 #> ASV773    282      9    ASV773  parent  314 #> ASV801    266      9    ASV801  parent  326 #> ASV953    195      9    ASV953  parent  383 #> ASV981    180      9    ASV172  merged  394 #> ASV1097   145      9   ASV1097  parent  442 #> ASV1236   113      9   ASV1236  parent  489 #> ASV1247   110      9      ASV2  merged  492 #> ASV1261   107      9    ASV346  merged  495 #> ASV1311   100      9   ASV1311  parent  519 #> ASV1434    79      9   ASV1434  parent  560 #> ASV1518    68      9   ASV1518  parent  584 #> ASV1557    59      9   ASV1557  parent  597 #> ASV1558    59      9   ASV1558  parent  598 #> ASV1603    51      9   ASV1603  parent  613 #> ASV1690    18      9   ASV1690  parent  642 #> ASV35   15298      8     ASV35  parent   15 #> ASV46   11053      8     ASV46  parent   21 #> ASV58    9172      8     ASV58  parent   29 #> ASV119   4575      8    ASV119  parent   59 #> ASV124   4490      8    ASV124  parent   60 #> ASV201   2294      8    ASV201  parent   91 #> ASV227   1859      8    ASV227  parent  105 #> ASV444    685      8    ASV444  parent  181 #> ASV475    588      8    ASV475  parent  193 #> ASV533    514      8    ASV533  parent  209 #> ASV534    512      8     ASV89  merged  210 #> ASV569    470      8    ASV569  parent  227 #> ASV602    436      8    ASV602  parent  241 #> ASV635    404      8    ASV635  parent  254 #> ASV730    315      8    ASV730  parent  292 #> ASV731    312      8    ASV731  parent  293 #> ASV748    302      8    ASV748  parent  301 #> ASV875    229      8    ASV875  parent  356 #> ASV975    181      8     ASV38  merged  392 #> ASV988    177      8    ASV988  parent  399 #> ASV1176   127      8   ASV1176  parent  467 #> ASV1276   105      8     ASV52  merged  503 #> ASV1290   102      8   ASV1290  parent  510 #> ASV1396    77      8   ASV1396  parent  564 #> ASV1109    28      8   ASV1109  parent  636 #> ASV32   16933      7     ASV32  parent   13 #> ASV85    7145      7     ASV85  parent   43 #> ASV91    6319      7     ASV91  parent   46 #> ASV144   3676      7    ASV144  parent   70 #> ASV176   2761      7    ASV176  parent   83 #> ASV264   1480      7    ASV264  parent  119 #> ASV279   1407      7    ASV279  parent  123 #> ASV314   1164      7    ASV314  parent  137 #> ASV359    940      7    ASV359  parent  154 #> ASV483    597      7    ASV483  parent  192 #> ASV530    520      7    ASV530  parent  208 #> ASV545    498      7    ASV545  parent  215 #> ASV564    475      7    ASV564  parent  223 #> ASV577    466      7    ASV577  parent  229 #> ASV637    403      7    ASV637  parent  256 #> ASV650    392      7    ASV650  parent  259 #> ASV667    371      7    ASV667  parent  268 #> ASV685    354      7    ASV685  parent  273 #> ASV726    319      7    ASV726  parent  289 #> ASV760    295      7    ASV760  parent  307 #> ASV776    280      7     ASV69  merged  315 #> ASV785    276      7    ASV785  parent  318 #> ASV814    254      7    ASV145  merged  331 #> ASV834    248      7    ASV834  parent  337 #> ASV892    219      7    ASV892  parent  361 #> ASV895    218      7    ASV895  parent  362 #> ASV914    211      7    ASV914  parent  368 #> ASV950    196      7    ASV950  parent  382 #> ASV996    175      7    ASV996  parent  402 #> ASV1129   138      7   ASV1129  parent  452 #> ASV1167   129      7   ASV1167  parent  464 #> ASV1212   118      7   ASV1212  parent  477 #> ASV1218   117      7   ASV1218  parent  480 #> ASV1279   104      7   ASV1279  parent  505 #> ASV1297   102      7   ASV1297  parent  511 #> ASV1303   101      7   ASV1303  parent  516 #> ASV1370    90      7   ASV1370  parent  534 #> ASV1419    81      7   ASV1419  parent  552 #> ASV1438    79      7   ASV1438  parent  561 #> ASV1459    76      7   ASV1459  parent  570 #> ASV1467    75      7     ASV19  merged  574 #> ASV1495    72      7   ASV1495  parent  581 #> ASV1532    63      7   ASV1532  parent  588 #> ASV1562    58      7   ASV1562  parent  599 #> ASV1233    51      7   ASV1233  parent  614 #> ASV1635    39      7   ASV1635  parent  624 #> ASV67    8521      6     ASV67  parent   34 #> ASV104   5566      6    ASV104  parent   52 #> ASV142   3713      6    ASV142  parent   68 #> ASV205   2225      6    ASV205  parent   94 #> ASV210   2127      6    ASV210  parent   98 #> ASV238   1738      6    ASV238  parent  108 #> ASV271   1439      6    ASV271  parent  121 #> ASV322   1114      6    ASV322  parent  140 #> ASV594    442      6     ASV19  merged  238 #> ASV605    433      6    ASV605  parent  242 #> ASV616    423      6    ASV616  parent  246 #> ASV624    411      6     ASV12  merged  250 #> ASV632    406      6    ASV632  parent  253 #> ASV633    386      6    ASV633  parent  264 #> ASV665    373      6    ASV665  parent  266 #> ASV711    332      6    ASV711  parent  284 #> ASV722    321      6    ASV722  parent  288 #> ASV743    303      6    ASV743  parent  298 #> ASV796    259      6    ASV796  parent  328 #> ASV823    253      6    ASV823  parent  332 #> ASV839    244      6    ASV839  parent  342 #> ASV858    234      6     ASV19  merged  350 #> ASV891    220      6    ASV891  parent  360 #> ASV917    211      6    ASV917  parent  369 #> ASV943    198      6    ASV943  parent  379 #> ASV969    185      6    ASV969  parent  390 #> ASV986    178      6     ASV19  merged  396 #> ASV1066   156      6    ASV113  merged  431 #> ASV1101   144      6     ASV89  merged  443 #> ASV1111   141      6   ASV1111  parent  447 #> ASV1152   133      6   ASV1152  parent  461 #> ASV1179   126      6   ASV1179  parent  469 #> ASV1213   118      6   ASV1213  parent  478 #> ASV1259   108      6   ASV1259  parent  494 #> ASV1320    99      6   ASV1320  parent  524 #> ASV1356    92      6   ASV1356  parent  531 #> ASV1369    90      6   ASV1369  parent  535 #> ASV1386    87      6   ASV1386  parent  542 #> ASV1484    73      6   ASV1484  parent  579 #> ASV1493    72      6   ASV1493  parent  582 #> ASV1510    70      6   ASV1510  parent  583 #> ASV1588    53      6   ASV1588  parent  612 #> ASV1684    20      6   ASV1684  parent  640 #> ASV47   10878      5     ASV47  parent   22 #> ASV53   10038      5     ASV53  parent   27 #> ASV59    9045      5     ASV59  parent   30 #> ASV133   4051      5    ASV133  parent   65 #> ASV143   3682      5    ASV143  parent   69 #> ASV251   1613      5    ASV251  parent  113 #> ASV320   1137      5    ASV320  parent  139 #> ASV338   1036      5    ASV338  parent  144 #> ASV341   1029      5    ASV341  parent  146 #> ASV383    832      5    ASV383  parent  164 #> ASV415    759      5    ASV113  merged  172 #> ASV419    754      5    ASV419  parent  173 #> ASV500    573      5    ASV500  parent  199 #> ASV549    493      5    ASV549  parent  216 #> ASV579    466      5    ASV579  parent  230 #> ASV596    442      5    ASV596  parent  239 #> ASV604    433      5    ASV604  parent  243 #> ASV733    309      5    ASV733  parent  294 #> ASV736    306      5     ASV19  merged  295 #> ASV744    303      5    ASV744  parent  299 #> ASV764    292      5     ASV81  merged  309 #> ASV817    256      5    ASV817  parent  330 #> ASV854    236      5    ASV854  parent  347 #> ASV870    231      5    ASV870  parent  354 #> ASV898    217      5    ASV898  parent  363 #> ASV918    211      5    ASV918  parent  370 #> ASV941    199      5     ASV33  merged  378 #> ASV942    198      5    ASV942  parent  380 #> ASV961    192      5    ASV961  parent  385 #> ASV973    182      5    ASV973  parent  391 #> ASV995    176      5    ASV995  parent  401 #> ASV1010   169      5     ASV19  merged  408 #> ASV1053   159      5   ASV1053  parent  426 #> ASV1131   137      5     ASV19  merged  453 #> ASV1144   134      5   ASV1144  parent  459 #> ASV1155   132      5   ASV1155  parent  462 #> ASV1164   130      5   ASV1164  parent  463 #> ASV1223   116      5   ASV1223  parent  482 #> ASV1079   114      5   ASV1079  parent  487 #> ASV1263   106      5   ASV1263  parent  500 #> ASV1313   100      5   ASV1313  parent  520 #> ASV1319    99      5   ASV1319  parent  525 #> ASV1376    90      5     ASV28  merged  536 #> ASV1381    89      5    ASV137  merged  540 #> ASV1404    84      5   ASV1404  parent  547 #> ASV1507    67      5   ASV1507  parent  585 #> ASV1523    66      5   ASV1523  parent  586 #> ASV1543    62      5   ASV1543  parent  590 #> ASV1548    61      5   ASV1548  parent  593 #> ASV1553    60      5   ASV1553  parent  594 #> ASV1564    58      5   ASV1564  parent  600 #> ASV1574    56      5   ASV1574  parent  604 #> ASV1586    55      5   ASV1586  parent  608 #> ASV1624    44      5   ASV1624  parent  619 #> ASV1625    44      5     ASV33  merged  620 #> ASV1630    41      5   ASV1630  parent  622 #> ASV1632    40      5   ASV1632  parent  623 #> ASV1644    34      5   ASV1644  parent  628 #> ASV1658    31      5   ASV1658  parent  631 #> ASV27   20584      4     ASV27  parent   10 #> ASV49   10215      4     ASV49  parent   24 #> ASV61    8935      4     ASV61  parent   31 #> ASV101   5649      4    ASV101  parent   51 #> ASV105   5467      4    ASV105  parent   53 #> ASV131   4108      4    ASV131  parent   64 #> ASV147   3588      4    ASV147  parent   72 #> ASV148   3514      4    ASV148  parent   73 #> ASV215   2027      4    ASV215  parent   99 #> ASV221   1931      4    ASV221  parent  101 #> ASV294   1295      4     ASV29  merged  130 #> ASV297   1282      4    ASV297  parent  131 #> ASV364    914      4     ASV58  merged  156 #> ASV388    819      4    ASV388  parent  166 #> ASV399    793      4    ASV399  parent  168 #> ASV427    736      4    ASV427  parent  176 #> ASV476    608      4    ASV388  merged  190 #> ASV591    450      4    ASV591  parent  236 #> ASV643    397      4    ASV643  parent  258 #> ASV653    389      4    ASV653  parent  263 #> ASV660    379      4    ASV129  merged  265 #> ASV720    325      4    ASV720  parent  287 #> ASV753    298      4    ASV753  parent  304 #> ASV829    249      4    ASV829  parent  334 #> ASV840    244      4    ASV840  parent  343 #> ASV865    234      4    ASV865  parent  351 #> ASV903    215      4    ASV903  parent  365 #> ASV940    200      4    ASV940  parent  377 #> ASV979    180      4     ASV19  merged  395 #> ASV1017   168      4   ASV1017  parent  409 #> ASV1067   156      4   ASV1067  parent  432 #> ASV1182   125      4     ASV26  merged  471 #> ASV1190   123      4   ASV1190  parent  472 #> ASV1228   115      4     ASV87  merged  484 #> ASV1234   114      4   ASV1234  parent  488 #> ASV1239   112      4   ASV1239  parent  490 #> ASV1271   106      4     ASV19  merged  501 #> ASV1272   106      4   ASV1272  parent  502 #> ASV1289   103      4   ASV1289  parent  508 #> ASV1294   102      4   ASV1294  parent  512 #> ASV1375    90      4     ASV28  merged  537 #> ASV1403    84      4   ASV1403  parent  548 #> ASV1423    81      4   ASV1423  parent  553 #> ASV1424    81      4   ASV1424  parent  554 #> ASV1437    79      4   ASV1437  parent  562 #> ASV1468    75      4   ASV1468  parent  575 #> ASV1537    63      4   ASV1537  parent  589 #> ASV1550    60      4   ASV1550  parent  595 #> ASV1552    60      4   ASV1552  parent  596 #> ASV1645    35      4   ASV1645  parent  627 #> ASV1650    34      4   ASV1650  parent  629 #> ASV1657    31      4    ASV129  merged  632 #> ASV1667    26      4   ASV1667  parent  637 #> ASV1681    21      4   ASV1681  parent  639 #> ASV23   22546      3     ASV23  parent    6 #> ASV48   10784      3     ASV48  parent   23 #> ASV64    8849      3     ASV64  parent   32 #> ASV75    7842      3     ASV75  parent   38 #> ASV92    6119      3     ASV92  parent   47 #> ASV99    5699      3     ASV53  merged   50 #> ASV111   4881      3    ASV111  parent   56 #> ASV162   3055      3    ASV162  parent   77 #> ASV198   2383      3    ASV198  parent   89 #> ASV202   2289      3    ASV202  parent   92 #> ASV219   1963      3    ASV219  parent  100 #> ASV224   1870      3    ASV224  parent  104 #> ASV249   1646      3    ASV249  parent  112 #> ASV254   1588      3    ASV254  parent  116 #> ASV311   1180      3    ASV311  parent  135 #> ASV327   1099      3    ASV327  parent  141 #> ASV360    935      3    ASV360  parent  155 #> ASV375    875      3      ASV2  merged  160 #> ASV402    791      3    ASV402  parent  169 #> ASV422    747      3    ASV422  parent  175 #> ASV431    725      3    ASV431  parent  178 #> ASV454    667      3    ASV454  parent  182 #> ASV459    654      3    ASV459  parent  184 #> ASV489    586      3    ASV489  parent  195 #> ASV526    528      3    ASV526  parent  207 #> ASV570    471      3    ASV570  parent  226 #> ASV578    466      3    ASV578  parent  231 #> ASV614    427      3    ASV614  parent  244 #> ASV617    422      3    ASV617  parent  247 #> ASV627    410      3    ASV627  parent  252 #> ASV671    368      3    ASV459  merged  270 #> ASV672    366      3    ASV672  parent  271 #> ASV686    354      3    ASV686  parent  274 #> ASV710    333      3    ASV710  parent  283 #> ASV792    273      3    ASV792  parent  320 #> ASV836    248      3     ASV92  merged  338 #> ASV837    248      3    ASV837  parent  339 #> ASV874    230      3    ASV874  parent  355 #> ASV883    225      3    ASV883  parent  358 #> ASV899    217      3    ASV899  parent  364 #> ASV915    210      3     ASV43  merged  371 #> ASV934    204      3    ASV934  parent  376 #> ASV959    193      3    ASV339  merged  384 #> ASV964    190      3    ASV964  parent  388 #> ASV976    181      3    ASV976  parent  393 #> ASV1006   171      3   ASV1006  parent  405 #> ASV1014   168      3   ASV1014  parent  410 #> ASV1015   168      3   ASV1015  parent  411 #> ASV1023   167      3   ASV1023  parent  414 #> ASV1037   163      3   ASV1037  parent  422 #> ASV1069   155      3   ASV1069  parent  434 #> ASV1125   139      3   ASV1125  parent  450 #> ASV1133   137      3   ASV1133  parent  454 #> ASV1134   137      3   ASV1134  parent  455 #> ASV1143   136      3   ASV1143  parent  457 #> ASV1146   134      3   ASV1146  parent  460 #> ASV1205   120      3   ASV1205  parent  476 #> ASV1225   116      3   ASV1225  parent  483 #> ASV1262   107      3     ASV12  merged  496 #> ASV1314   100      3   ASV1314  parent  521 #> ASV1387    87      3     ASV43  merged  543 #> ASV1388    87      3   ASV1388  parent  544 #> ASV1420    81      3   ASV1420  parent  555 #> ASV1422    81      3   ASV1422  parent  556 #> ASV1454    77      3   ASV1454  parent  565 #> ASV1455    77      3   ASV1455  parent  566 #> ASV1460    76      3   ASV1460  parent  571 #> ASV1461    76      3   ASV1461  parent  572 #> ASV1526    66      3   ASV1526  parent  587 #> ASV1542    62      3     ASV12  merged  591 #> ASV1545    62      3   ASV1545  parent  592 #> ASV1576    56      3   ASV1576  parent  605 #> ASV1577    56      3   ASV1577  parent  606 #> ASV847     54      3    ASV847  parent  610 #> ASV1469    47      3   ASV1469  parent  618 #> ASV1663    29      3   ASV1022  merged  634 #> ASV1697    16      3   ASV1697  parent  643 #> ASV1173    13      3   ASV1173  parent  644 #> ASV1712     9      3   ASV1712  parent  646 #> ASV50   10178      2     ASV50  parent   25 #> ASV68    8417      2     ASV25  merged   35 #> ASV77    7818      2     ASV25  merged   39 #> ASV82    7356      2     ASV82  parent   42 #> ASV127   4377      2    ASV127  parent   62 #> ASV179   2739      2    ASV179  parent   85 #> ASV196   2409      2    ASV196  parent   88 #> ASV203   2265      2    ASV203  parent   93 #> ASV208   2171      2    ASV208  parent   96 #> ASV222   1888      2    ASV222  parent  102 #> ASV285   1354      2    ASV285  parent  126 #> ASV288   1336      2    ASV288  parent  128 #> ASV318   1142      2    ASV318  parent  138 #> ASV458    657      2    ASV458  parent  183 #> ASV491    584      2    ASV210  merged  196 #> ASV515    546      2    ASV515  parent  203 #> ASV567    473      2    ASV567  parent  225 #> ASV580    465      2     ASV64  merged  232 #> ASV652    391      2    ASV652  parent  261 #> ASV687    352      2    ASV687  parent  275 #> ASV692    347      2    ASV692  parent  277 #> ASV700    341      2    ASV271  merged  281 #> ASV752    299      2    ASV752  parent  303 #> ASV762    294      2    ASV762  parent  308 #> ASV767    289      2    ASV767  parent  311 #> ASV780    278      2    ASV780  parent  316 #> ASV795    270      2     ASV81  merged  323 #> ASV798    269      2    ASV798  parent  325 #> ASV987    178      2    ASV987  parent  397 #> ASV998    174      2    ASV444  merged  403 #> ASV1024   167      2     ASV28  merged  415 #> ASV1068   156      2   ASV1068  parent  433 #> ASV1070   154      2   ASV1070  parent  435 #> ASV1093   146      2   ASV1093  parent  440 #> ASV1107   142      2   ASV1107  parent  445 #> ASV1132   137      2   ASV1132  parent  456 #> ASV1141   136      2   ASV1141  parent  458 #> ASV1169   129      2    ASV198  merged  465 #> ASV1200   121      2   ASV1200  parent  475 #> ASV1229   115      2   ASV1229  parent  485 #> ASV1242   111      2   ASV1242  parent  491 #> ASV1265   107      2   ASV1265  parent  497 #> ASV1305   101      2     ASV81  merged  517 #> ASV1338    96      2   ASV1338  parent  528 #> ASV1341    95      2   ASV1341  parent  530 #> ASV1379    89      2   ASV1379  parent  541 #> ASV1390    87      2   ASV1390  parent  545 #> ASV1401    85      2    ASV327  merged  546 #> ASV1458    76      2   ASV1458  parent  573 #> ASV1565    58      2   ASV1565  parent  601 #> ASV1584    55      2   ASV1584  parent  609 #> ASV1609    50      2   ASV1609  parent  615 #> ASV1615    48      2   ASV1615  parent  617 #> ASV1636    39      2   ASV1636  parent  625 #> ASV1653    33      2   ASV1653  parent  630 #> ASV1683    20      2   ASV1683  parent  641 #> ASV1704    13      2   ASV1704  parent  645 #> ASV1628     8      2   ASV1628  parent  647 #> ASV945      4      2    ASV945  parent  649 #> ASV108   5137      1     ASV82  merged   55 #> ASV122   4482      1    ASV122  parent   61 #> ASV152   3286      1    ASV152  parent   75 #> ASV168   2877      1     ASV64  merged   78 #> ASV207   2186      1    ASV207  parent   95 #> ASV230   1839      1    ASV230  parent  106 #> ASV242   1692      1    ASV242  parent  109 #> ASV253   1594      1    ASV253  parent  115 #> ASV280   1407      1    ASV280  parent  124 #> ASV284   1372      1    ASV280  merged  125 #> ASV298   1278      1    ASV208  merged  132 #> ASV305   1235      1    ASV285  merged  133 #> ASV379    849      1    ASV249  merged  163 #> ASV384    832      1    ASV384  parent  165 #> ASV393    810      1    ASV393  parent  167 #> ASV497    579      1    ASV497  parent  198 #> ASV524    531      1    ASV524  parent  206 #> ASV537    505      1    ASV537  parent  212 #> ASV552    489      1    ASV552  parent  218 #> ASV557    484      1    ASV388  merged  220 #> ASV588    453      1    ASV588  parent  234 #> ASV619    419      1    ASV619  parent  249 #> ASV636    404      1      ASV8  merged  255 #> ASV651    392      1    ASV152  merged  260 #> ASV689    350      1    ASV388  merged  276 #> ASV699    341      1    ASV699  parent  282 #> ASV833    248      1    ASV221  merged  340 #> ASV835    248      1    ASV357  merged  341 #> ASV851    239      1     ASV82  merged  345 #> ASV856    236      1     ASV82  merged  348 #> ASV868    233      1    ASV129  merged  353 #> ASV946    197      1    ASV946  parent  381 #> ASV1045   161      1   ASV1045  parent  424 #> ASV1055   159      1    ASV667  merged  427 #> ASV1092   146      1    ASV251  merged  441 #> ASV1102   144      1   ASV1102  parent  444 #> ASV1117   140      1     ASV43  merged  448 #> ASV1118   140      1   ASV1118  parent  449 #> ASV1166   129      1   ASV1166  parent  466 #> ASV1178   127      1     ASV38  merged  468 #> ASV1181   126      1   ASV1181  parent  470 #> ASV1215   118      1   ASV1215  parent  479 #> ASV1280   104      1   ASV1280  parent  506 #> ASV1281   104      1   ASV1281  parent  507 #> ASV1291   103      1    ASV653  merged  509 #> ASV1295   102      1   ASV1295  parent  513 #> ASV1377    90      1   ASV1377  parent  538 #> ASV1405    84      1   ASV1405  parent  549 #> ASV1448    78      1    ASV327  merged  563 #> ASV1451    77      1    ASV475  merged  567 #> ASV1453    77      1    ASV816  merged  568 #> ASV1470    75      1    ASV895  merged  576 #> ASV1471    75      1    ASV895  merged  577 #> ASV1485    73      1   ASV1485  parent  580 #> ASV1561    58      1   ASV1561  parent  602 #> ASV1563    58      1    ASV895  merged  603 #> ASV1583    56      1   ASV1583  parent  607 #> ASV1591    54      1   ASV1591  parent  611 #> ASV1611    50      1   ASV1611  parent  616 #> ASV1627    43      1   ASV1270  merged  621 #> ASV1642    36      1   ASV1642  parent  626 #> ASV1662    30      1   ASV1662  parent  633 #> ASV1665    29      1     ASV29  merged  635 #> ASV765      5      1    ASV765  parent  648 #> ASV739      2      1    ASV739  parent  650 #> ASV1726     2      1   ASV1726  parent  651 #>  #> $res_lulu$original_table #>         A10.005.B_S188_MERGED.fastq.gz A10.005.H_S189_MERGED.fastq.gz #> ASV2                                 1                             23 #> ASV8                               578                              9 #> ASV509                               0                              0 #> ASV662                               0                              0 #> ASV38                                0                              9 #> ASV749                               0                              0 #> ASV60                                0                              0 #> ASV505                               0                              0 #> ASV28                                1                              0 #> ASV724                               0          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#> ASV1428                           1                             0 #> ASV81                             0                             0 #> ASV151                            0                             0 #> ASV358                            0                             0 #> ASV368                            0                             0 #> ASV443                            0                             0 #> ASV493                           92                             0 #> ASV771                            0                             0 #> ASV880                            0                             0 #> ASV1004                           0                             0 #> ASV1007                           0                             0 #> ASV1063                           4                             0 #> ASV1108                           0                             0 #> ASV1421                           0                             0 #> ASV1674                           1                             2 #> ASV25                             0                             0 #> ASV853                            0                             0 #> ASV1022                           0                             0 #> ASV1036                           0                             0 #> ASV1278                           0                             0 #> ASV1483                           0                             0 #> ASV313                            0                             0 #> ASV542                            0                             0 #> ASV556                            0                             0 #> ASV927                            0                             0 #> ASV930                           11                             0 #> ASV1020                           0                             0 #> ASV87                             0                             0 #> ASV171                            0                             0 #> ASV175                            0                             0 #> ASV404                            0                             0 #> ASV504                            0                             0 #> ASV507                            0                             0 #> ASV618                            1                             0 #> ASV626                            0                             0 #> ASV1230                           0                             0 #> ASV1332                           0                             0 #> ASV1365                           0                             0 #> ASV26                             0                             0 #> ASV55                             0                             0 #> ASV98                             0                             0 #> ASV107                            0                             0 #> ASV137                            0                             0 #> ASV286                            0                             0 #> ASV339                            0                             0 #> ASV355                            0                             0 #> ASV563                            0                             0 #> ASV746                            0                             0 #> ASV766                            1                             0 #> ASV832                            0                             0 #> ASV926                            0                             0 #> ASV994                            0                             0 #> ASV999                            0                             0 #> ASV1224                           1                             0 #> ASV1359                           0                             0 #> ASV1462                           4                             0 #> ASV29                             0                             0 #> ASV292                            0                             0 #> ASV346                           10                             0 #> ASV367                            0                             0 #> ASV377                            0                             0 #> ASV440                            0                             0 #> ASV466                            0                             0 #> ASV477                          205                             0 #> ASV488                            0                             0 #> ASV517                            0                             0 #> ASV543                            0                             0 #> ASV576                            0                             0 #> ASV592                            1                             0 #> ASV694                            0                             0 #> ASV717                            0                             0 #> ASV787                            0                             0 #> ASV797                            0                             0 #> ASV1030                           3                             0 #> ASV1031                           2                             0 #> ASV1058                           0                             0 #> ASV1059                           0                             0 #> ASV1321                           0                             0 #> ASV42                             0                            46 #> ASV78                             0                             0 #> ASV129                            0                             0 #> ASV272                            0                             0 #> ASV334                            0                             0 #> ASV365                            0                             0 #> ASV462                            0                             0 #> ASV673                            0                             0 #> ASV715                            0                             0 #> ASV729                            0                             0 #> ASV860                            0                             0 #> ASV963                            0                             0 #> ASV966                            0                             0 #> ASV1011                           1                             0 #> ASV1035                           0                             0 #> ASV1082                           0                             0 #> ASV1253                           0                             0 #> ASV1270                           0                             0 #> ASV1337                           1                             0 #> ASV1410                           0                             0 #> ASV33                             0                             0 #> ASV41                             2                             0 #> ASV45                             0                             0 #> ASV145                            0                             0 #> ASV192                            0                             0 #> ASV194                            0                           691 #> ASV199                            0                             0 #> ASV223                            0                             0 #> ASV193                            0                             0 #> ASV405                            0                             0 #> ASV523                            0                             0 #> ASV541                            0                             0 #> ASV566                            0                             0 #> ASV615                            0                             0 #> ASV932                           14                             0 #> ASV962                            0                             0 #> ASV1027                           0                             0 #> ASV984                            0                             0 #> ASV1078                           0                             0 #> ASV1085                           0                             0 #> ASV1268                           0                             0 #> ASV1300                           0                             0 #> ASV1302                           0                             0 #> ASV1304                           0                             0 #> ASV1340                           0                             0 #> ASV1380                           0                             0 #> ASV116                            0                             0 #> ASV235                         1741                             0 #> ASV333                            0                             0 #> ASV344                            0                             0 #> ASV464                            0                             0 #> ASV598                            0                             0 #> ASV654                            0                             0 #> ASV697                            0                             0 #> ASV737                            0                             0 #> ASV741                            0                             0 #> ASV773                            0                             0 #> ASV801                            0                             0 #> ASV953                            0                             0 #> ASV981                            0                             0 #> ASV1097                           0                             0 #> ASV1236                           0                             0 #> ASV1247                           0                             0 #> ASV1261                           2                             0 #> ASV1311                           0                             0 #> ASV1434                           0                             0 #> ASV1518                           0                             0 #> ASV1557                           0                             0 #> ASV1558                           0                             0 #> ASV1603                           0                             0 #> ASV1690                           2                             0 #> ASV35                             0                             0 #> ASV46                             0                             0 #> ASV58                             0                             0 #> ASV119                            0                             0 #> ASV124                            0                             0 #> ASV201                            0                             0 #> ASV227                            0                             0 #> ASV444                            0                             0 #> ASV475                            0                             0 #> ASV533                            0                             0 #> ASV534                            0                             0 #> ASV569                            0                             0 #> ASV602                            0                             0 #> ASV635                            0                             0 #> ASV730                            0                             0 #> ASV731                            0                             0 #> ASV748                            0                             0 #> ASV875                            0                             0 #> ASV975                            0                             0 #> ASV988                            0                             0 #> ASV1176                           0                             0 #> ASV1276                           0                             0 #> ASV1290                           0                             0 #> ASV1396                           0                             0 #> ASV1109                           0                             0 #> ASV32                             0                             0 #> ASV85                             0                             0 #> ASV91                             0                           187 #> ASV144                            0                             0 #> ASV176                            0                             0 #> ASV264                            0                             0 #> ASV279                            0                             0 #> ASV314                            0                             0 #> ASV359                            0                             0 #> ASV483                            0                             0 #> ASV530                            0                             0 #> ASV545                            0                             0 #> ASV564                            0                             0 #> ASV577                            0                             0 #> ASV637                            0                             0 #> ASV650                            0                             0 #> ASV667                           17                             0 #> ASV685                            0                             0 #> ASV726                            0                             0 #> ASV760                            0                             0 #> ASV776                            0                             0 #> ASV785                            0                             0 #> ASV814                            0                             0 #> ASV834                            0                             0 #> ASV892                            0                             0 #> ASV895                            0                             0 #> ASV914                            0                             0 #> ASV950                            0                             0 #> ASV996                            0                             0 #> ASV1129                           0                             0 #> ASV1167                           0                             0 #> ASV1212                           0                             0 #> ASV1218                           0                             0 #> ASV1279                           0                             0 #> ASV1297                           0                             0 #> ASV1303                           0                             0 #> ASV1370                           0                             0 #> ASV1419                           0                             0 #> ASV1438                           0                             0 #> ASV1459                           0                             3 #> ASV1467                           0                             0 #> ASV1495                           0                             0 #> ASV1532                           0                             0 #> ASV1562                           0                             0 #> ASV1233                           0                             4 #> ASV1635                           1                             0 #> ASV67                             0                             0 #> ASV104                            0                             0 #> ASV142                            0                             0 #> ASV205                            0                             0 #> ASV210                            0                             0 #> ASV238                            0                             0 #> ASV271                            0                             0 #> ASV322                            0                             0 #> ASV594                            0                             0 #> ASV605                            0                             0 #> ASV616                            0                             0 #> ASV624                            0                             0 #> ASV632                            0                             0 #> ASV633                            0                             0 #> ASV665                            0                             0 #> ASV711                            0                             0 #> ASV722                            0                             0 #> ASV743                            0                             0 #> ASV796                            0                             0 #> ASV823                            0                             0 #> ASV839                            0                             0 #> ASV858                            0                             0 #> ASV891                            0                             0 #> ASV917                            0                             0 #> ASV943                            0                             0 #> ASV969                            4                             0 #> ASV986                            0                             0 #> ASV1066                           0                             0 #> ASV1101                           0                             0 #> ASV1111                           0                             0 #> ASV1152                           0                             0 #> ASV1179                          35                             0 #> ASV1213                           5                             0 #> ASV1259                           0                             0 #> ASV1320                           0                             0 #> ASV1356                           0                             0 #> ASV1369                           0                             0 #> ASV1386                           2                             0 #> ASV1484                           0                             0 #> ASV1493                           0                             0 #> ASV1510                           0                             0 #> ASV1588                           0                             0 #> ASV1684                           0                             0 #> ASV47                             0                             0 #> ASV53                             0                             0 #> ASV59                             0                             0 #> ASV133                            0                             0 #> ASV143                            0                             0 #> ASV251                            0                             0 #> ASV320                            0                             0 #> ASV338                            0                             0 #> ASV341                            0                             0 #> ASV383                            0                             0 #> ASV415                            0                             0 #> ASV419                            0                             0 #> ASV500                            0                             0 #> ASV549                            0                             0 #> ASV579                            0                             0 #> ASV596                            0                             0 #> ASV604                            0                             0 #> ASV733                           18                             0 #> ASV736                            0                             0 #> ASV744                            0                             0 #> ASV764                            0                             0 #> ASV817                            0                             0 #> ASV854                            0                             0 #> ASV870                            0                             0 #> ASV898                            0                             0 #> ASV918                            0                             0 #> ASV941                            0                             0 #> ASV942                            0                             0 #> ASV961                            0                             0 #> ASV973                            0                             0 #> ASV995                            0                             0 #> ASV1010                           0                             0 #> ASV1053                           0                             0 #> ASV1131                           0                             0 #> ASV1144                           0                             0 #> ASV1155                           0                             0 #> ASV1164                           0                             0 #> ASV1223                           0                             0 #> ASV1079                           0                             0 #> ASV1263                           0                             0 #> ASV1313                           0                             0 #> ASV1319                           0                             0 #> ASV1376                           0                             0 #> ASV1381                           0                             0 #> ASV1404                           0                             0 #> ASV1507                           0                             0 #> ASV1523                           0                             0 #> ASV1543                           0                             0 #> ASV1548                           0                             0 #> ASV1553                           0                             0 #> ASV1564                           0                             0 #> ASV1574                           0                             0 #> ASV1586                           0                             0 #> ASV1624                           0                             0 #> ASV1625                           0                             0 #> ASV1630                           0                             0 #> ASV1632                           1                             0 #> ASV1644                           0                             0 #> ASV1658                           0                             0 #> ASV27                             0                             0 #> ASV49                             0                             0 #> ASV61                             0                             0 #> ASV101                            0                             0 #> ASV105                            0                             0 #> ASV131                            0                             0 #> ASV147                            0                             0 #> ASV148                            0                             0 #> ASV215                            0                             0 #> ASV221                            0                             0 #> ASV294                            0                             0 #> ASV297                            0                             0 #> ASV364                            0                             0 #> ASV388                            0                             0 #> ASV399                            0                             0 #> ASV427                            0                             0 #> ASV476                            0                             0 #> ASV591                            0                             0 #> ASV643                            0                             0 #> ASV653                            0                             0 #> ASV660                            0                             0 #> ASV720                            0                             0 #> ASV753                            0                             0 #> ASV829                            0                             0 #> ASV840                            0                             0 #> ASV865                            0                             0 #> ASV903                            0                             0 #> ASV940                            0                             0 #> ASV979                            0                             0 #> ASV1017                           0                             0 #> ASV1067                           0                             0 #> ASV1182                           0                             0 #> ASV1190                          10                             0 #> ASV1228                           0                             0 #> ASV1234                           0                             0 #> ASV1239                           0                             0 #> ASV1271                           0                             0 #> ASV1272                           0                             0 #> ASV1289                           0                             0 #> ASV1294                           0                             0 #> ASV1375                           0                             0 #> ASV1403                           0                             0 #> ASV1423                          38                             0 #> ASV1424                           0                             0 #> ASV1437                           0                             0 #> ASV1468                           0                             0 #> ASV1537                           0                             0 #> ASV1550                           0                             0 #> ASV1552                           0                             0 #> ASV1645                           0                             0 #> ASV1650                           0                             0 #> ASV1657                           0                             0 #> ASV1667                           0                             0 #> ASV1681                           0                             0 #> ASV23                             0                             0 #> ASV48                             0                             0 #> ASV64                             0                             0 #> ASV75                             0                             0 #> ASV92                             0                             0 #> ASV99                             0                             0 #> ASV111                            0                             0 #> ASV162                            0                             0 #> ASV198                          260                             0 #> ASV202                            0                             0 #> ASV219                            0                             0 #> ASV224                            0                             0 #> ASV249                            0                             0 #> ASV254                            0                             0 #> ASV311                            0                             0 #> ASV327                            0                             0 #> ASV360                            0                             0 #> ASV375                            0                             0 #> ASV402                            0                             0 #> ASV422                            0                             0 #> ASV431                            0                             0 #> ASV454                            0                             0 #> ASV459                            0                             0 #> ASV489                            0                             0 #> ASV526                            0                             0 #> ASV570                            0                             0 #> ASV578                            0                             0 #> ASV614                            0                             0 #> ASV617                            0                             0 #> ASV627                            0                             0 #> ASV671                            0                             0 #> ASV672                            0                             0 #> ASV686                            0                             0 #> ASV710                            0                             0 #> ASV792                            0                             0 #> ASV836                            0                             0 #> ASV837                            0                             0 #> ASV874                            0                             0 #> ASV883                            0                             0 #> ASV899                            0                             0 #> ASV915                            0                             0 #> ASV934                            0                             0 #> ASV959                            0                             0 #> ASV964                            0                             0 #> ASV976                            0                             0 #> ASV1006                           0                             0 #> ASV1014                           0                             0 #> ASV1015                           0                             0 #> ASV1023                           0                             0 #> ASV1037                           0                             0 #> ASV1069                           0                             0 #> ASV1125                           0                             0 #> ASV1133                           0                             0 #> ASV1134                           0                             0 #> ASV1143                           0                             0 #> ASV1146                           0                             0 #> ASV1205                           0                             0 #> ASV1225                           0                             0 #> ASV1262                           0                             0 #> ASV1314                           0                             0 #> ASV1387                           0                             0 #> ASV1388                           0                             0 #> ASV1420                           0                             0 #> ASV1422                           0                             0 #> ASV1454                           0                             0 #> ASV1455                           0                             0 #> ASV1460                           0                             0 #> ASV1461                           0                             0 #> ASV1526                           0                             0 #> ASV1542                           0                             0 #> ASV1545                           0                             0 #> ASV1576                           0                             0 #> ASV1577                           0                             0 #> ASV847                            0                             0 #> ASV1469                          35                             0 #> ASV1663                           0                             0 #> ASV1697                           0                             0 #> ASV1173                           0                             0 #> ASV1712                           0                             0 #> ASV50                             0                             0 #> ASV68                             0                             0 #> ASV77                             0                             0 #> ASV82                             0                             0 #> ASV127                            0                             0 #> ASV179                            0                             0 #> ASV196                            0                             0 #> ASV203                            0                             0 #> ASV208                            0                             0 #> ASV222                            0                             0 #> ASV285                            0                             0 #> ASV288                            0                             0 #> ASV318                            0                             0 #> ASV458                            0                             0 #>         BA16.036bis_S20_MERGED.fastq.gz BA17.050.B_S21_MERGED.fastq.gz #> ASV2                                  7                              6 #> ASV8                                 10                              4 #> ASV509                                0                              0 #> ASV662                                0                              0 #> ASV38                                 1                             71 #> ASV749                                0                              0 #> ASV60                                 0                              0 #> ASV505                                0                              0 #> ASV28                                 0                              0 #> ASV724                                0                              0 #> ASV758                                0                              0 #> ASV1198                               0                              0 #> ASV420                                0                              0 #> ASV1128                               0                              0 #> ASV641                                0                              0 #> ASV859                                0                              0 #> ASV12                                 1                              0 #> ASV378                                0                              7 #> ASV18                                 0                              0 #> ASV172                                0                              0 #> ASV139                                0                              0 #> ASV329                                0                              0 #> ASV244                                0                              0 #> ASV756                                0                             24 #> ASV884                                0                              0 #> ASV43                                 0                              0 #> ASV52                                 0                              0 #> ASV94                                 0                              0 #> ASV546                                0                              1 #> ASV790                                0                              0 #> ASV1052                               0                              0 #> ASV666                                0                              0 #> ASV727                                0                              1 #> ASV1427                               0                              0 #> ASV113                                0                              0 #> ASV170                                0                              0 #> ASV261                                0                              0 #> ASV772                                0                              1 #> ASV845                                0                              0 #> ASV159                                0                              0 #> ASV559                                0                             36 #> ASV586                                0                              0 #> ASV1192                               0                             13 #> ASV19                                 0                              0 #> ASV69                                 0                              4 #> ASV89                                 0                             12 #> ASV784                                0                              2 #> ASV989                                0                              2 #> ASV209                                0                              0 #> ASV428                                0                              0 #> ASV904                                0                              5 #> ASV906                                0                             22 #> ASV65                                 0                              0 #> ASV255                                0                              0 #> ASV693                                0                              1 #> ASV816                                0                              0 #> ASV1074                               0                              5 #> ASV24                                 0                              0 #> ASV474                                0                              0 #> ASV178                                0                              0 #> ASV266                                0                              0 #> ASV348                                0                              0 #> ASV461                                0                              0 #> ASV631                                0                              0 #> ASV828                                0                              0 #> ASV248                                0                            420 #> ASV310                                0                              0 #> ASV357                                0                              0 #> ASV831                                0                              0 #> ASV1315                               0                              8 #> ASV1409                               0                              0 #> ASV1428                               0                             22 #> ASV81                                 0                              0 #> ASV151                                0                              0 #> ASV358                                0                              3 #> ASV368                                0                              0 #> ASV443                                0                              0 #> ASV493                                0                              0 #> ASV771                                0                              0 #> ASV880                                0                              0 #> ASV1004                               0                              4 #> ASV1007                               0                              3 #> ASV1063                               0                              0 #> ASV1108                               0                              0 #> ASV1421                               0                              1 #> ASV1674                               0                              0 #> ASV25                              9899                              0 #> ASV853                                0                              0 #> ASV1022                               0                              0 #> ASV1036                               0                              0 #> ASV1278                               0                             32 #> ASV1483                               0                              2 #> ASV313                                0                              2 #> ASV542                                0                              0 #> ASV556                                0                              0 #> ASV927                                0                              0 #> ASV930                                0                              0 #> ASV1020                               0                              0 #> ASV87                                 1                              0 #> ASV171                                0                              0 #> ASV175                                0                              0 #> ASV404                                0                            204 #> ASV504                                0                              0 #> ASV507                                0                              0 #> ASV618                                1                              0 #> ASV626                                0                              0 #> ASV1230                               0                              1 #> ASV1332                               0                              1 #> ASV1365                               0                              1 #> ASV26                                 0                              0 #> ASV55                                 0                              0 #> ASV98                                 0                              0 #> ASV107                                0                              0 #> ASV137                                0                              0 #> ASV286                                0                              0 #> ASV339                                0                              0 #> ASV355                                0                              0 #> ASV563                                0                              0 #> ASV746                                0                              0 #> ASV766                                0                              0 #> ASV832                                0                              0 #> ASV926                                0                              0 #> ASV994                                0                              4 #> ASV999                                0                              0 #> ASV1224                               0                             35 #> ASV1359                               0                             17 #> ASV1462                               0                              4 #> ASV29                                 0                              0 #> ASV292                                0                              0 #> ASV346                                1                              0 #> ASV367                                0                              0 #> ASV377                                0                            143 #> ASV440                                0                             52 #> ASV466                                0                              0 #> ASV477                                0                              0 #> ASV488                                0                             47 #> ASV517                                0                              0 #> ASV543                                0                              0 #> ASV576                                0                              0 #> ASV592                                0                              0 #> ASV694                                0                              0 #> ASV717                                0                              0 #> ASV787                                0                              0 #> ASV797                                0                              0 #> ASV1030                               0                              0 #> ASV1031                               0                              0 #> ASV1058                               0                              0 #> ASV1059                               0                              0 #> ASV1321                               0                              2 #> ASV42                             12194                              0 #> ASV78                                 0                              0 #> ASV129                                0                              0 #> ASV272                                0                              0 #> ASV334                                0                              0 #> ASV365                                0                              0 #> ASV462                                0                              0 #> ASV673                                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ASV41                                 0                              0 #> ASV45                                 0                              0 #> ASV145                                0                              0 #> ASV192                                0                              0 #> ASV194                                0                              0 #> ASV199                                0                              0 #> ASV223                                0                              0 #> ASV193                                0                              0 #> ASV405                                0                              0 #> ASV523                                0                              0 #> ASV541                                0                              0 #> ASV566                                0                              0 #> ASV615                                0                             53 #> ASV932                                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          0 #> ASV458                            0                              0 #>         BP11.001.H_S44_MERGED.fastq.gz BP11.001.M_S45_MERGED.fastq.gz #> ASV2                                 5                              8 #> ASV8                                 8                              6 #> ASV509                               0                              0 #> ASV662                               0                              0 #> ASV38                               14                              0 #> ASV749                               0                              0 #> ASV60                               11                             24 #> ASV505                               0                              0 #> ASV28                                0                              0 #> ASV724                               0                              0 #> ASV758                               0                              0 #> ASV1198                              0  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                         0 #> ASV38                                3                              0 #> ASV749                               3                              0 #> ASV60                                0                              0 #> ASV505                               0                              0 #> ASV28                                0                              1 #> ASV724                               0                              0 #> ASV758                               0                              0 #> ASV1198                              0                              0 #> ASV420                               0                              0 #> ASV1128                              0                              0 #> ASV641                               0                              0 #> ASV859                               0                              0 #> ASV12                                0                              0 #> ASV378                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ASV1262                            0                           0 #> ASV1314                            0                           0 #> ASV1387                            0                           0 #> ASV1388                            0                           0 #> ASV1420                            0                           0 #> ASV1422                            0                           0 #> ASV1454                            0                           0 #> ASV1455                            0                           0 #> ASV1460                            0                           0 #> ASV1461                            0                           0 #> ASV1526                            0                           0 #> ASV1542                            0                           0 #> ASV1545                            0                           0 #> ASV1576                            0                           0 #> ASV1577                            0             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                                  0 #> ASV45                                   0 #> ASV145                                  0 #> ASV192                                  0 #> ASV194                                  0 #> ASV199                                  0 #> ASV223                                  0 #> ASV193                                  0 #> ASV405                                  0 #> ASV523                                  0 #> ASV541                                  0 #> ASV566                                  0 #> ASV615                                  0 #> ASV932                                  0 #> ASV962                                  0 #> ASV1027                                 0 #> ASV984                                  0 #> ASV1078                                 0 #> ASV1085                                 0 #> ASV1268                                 0 #> ASV1300                                 0 #> ASV1302                                 0 #> ASV1304                                 0 #> ASV1340                                 0 #> ASV1380                                 0 #> ASV116                                  0 #> ASV235                                  0 #> ASV333                                  0 #> ASV344                                  0 #> ASV464                                  0 #> ASV598                                  0 #> ASV654                                  0 #> ASV697                                  0 #> ASV737                                  0 #> ASV741                                  0 #> ASV773                                  0 #> ASV801                                  1 #> ASV953                                  0 #> ASV981                                  0 #> ASV1097                                 0 #> ASV1236                                 0 #> ASV1247                                 0 #> ASV1261                                 0 #> ASV1311                                 0 #> ASV1434                                 0 #> ASV1518                                 0 #> ASV1557                                 0 #> ASV1558                                 0 #> ASV1603                                 0 #> ASV1690                                 0 #> ASV35                                   0 #> ASV46                                   0 #> ASV58                                   0 #> ASV119                                  0 #> ASV124                                  0 #> ASV201                                  0 #> ASV227                                  0 #> ASV444                                  0 #> ASV475                                  0 #> ASV533                                  0 #> ASV534                                  0 #> ASV569                                  0 #> ASV602                                  0 #> ASV635                                  0 #> ASV730                                  0 #> ASV731                                  0 #> ASV748                                  0 #> ASV875                                  0 #> ASV975                                  0 #> ASV988                                  0 #> ASV1176                                 0 #> ASV1276                                 0 #> ASV1290                                 0 #> ASV1396                                 0 #> ASV1109                                 0 #> ASV32                                   0 #> ASV85                                   0 #> ASV91                                   0 #> ASV144                                  0 #> ASV176                                  0 #> ASV264                                  0 #> ASV279                                  0 #> ASV314                                  0 #> ASV359                                  0 #> ASV483                                  0 #> ASV530                                  0 #> ASV545                                  0 #> ASV564                                  0 #> ASV577                                  0 #> ASV637                                  0 #> ASV650                                  0 #> ASV667                                 13 #> ASV685                                  0 #> ASV726                                  0 #> ASV760                                  0 #> ASV776                                  0 #> ASV785                                  0 #> ASV814                                  0 #> ASV834                                  0 #> ASV892                                  0 #> ASV895                                  0 #> ASV914                                  0 #> ASV950                                  0 #> ASV996                                  0 #> ASV1129                                 0 #> ASV1167                                 0 #> ASV1212                                 0 #> ASV1218                                 0 #> ASV1279                                 0 #> ASV1297                                 0 #> ASV1303                                 0 #> ASV1370                                 0 #> ASV1419                                19 #> ASV1438                                 0 #> ASV1459                                 0 #> ASV1467                                 0 #> ASV1495                                 0 #> ASV1532                                 0 #> ASV1562                                 0 #> ASV1233                                 0 #> ASV1635                                 0 #> ASV67                                   0 #> ASV104                                  0 #> ASV142                                  0 #> ASV205                                  0 #> ASV210                                  0 #> ASV238                                  0 #> ASV271                                  0 #> ASV322                                  0 #> ASV594                                  0 #> ASV605                                  0 #> ASV616                                  0 #> ASV624                                  0 #> ASV632                                  0 #> ASV633                                  0 #> ASV665                                  0 #> ASV711                                  0 #> ASV722                                  0 #> ASV743                                  0 #> ASV796                                  0 #> ASV823                                  0 #> ASV839                                  0 #> ASV858                                  0 #> ASV891                                  0 #> ASV917                                  0 #> ASV943                                  0 #> ASV969                                  0 #> ASV986                                  0 #> ASV1066                                 0 #> ASV1101                                 0 #> ASV1111                                 0 #> ASV1152                                 0 #> ASV1179                                 0 #> ASV1213                                 0 #> ASV1259                                 0 #> ASV1320                                 0 #> ASV1356                                 0 #> ASV1369                                 0 #> ASV1386                                 0 #> ASV1484                                 0 #> ASV1493                                 0 #> ASV1510                                 0 #> ASV1588                                 0 #> ASV1684                                 0 #> ASV47                                   0 #> ASV53                                   0 #> ASV59                                   0 #> ASV133                                  0 #> ASV143                                  0 #> ASV251                                  0 #> ASV320                                  0 #> ASV338                                  0 #> ASV341                                  0 #> ASV383                                  0 #> ASV415                                  0 #> ASV419                                  0 #> ASV500                                  0 #> ASV549                                  0 #> ASV579                                  0 #> ASV596                                  0 #> ASV604                                  0 #> ASV733                                  9 #> ASV736                                  0 #> ASV744                                  0 #> ASV764                                  0 #> ASV817                                  0 #> ASV854                                  0 #> ASV870                                  0 #> ASV898                                  0 #> ASV918                                  0 #> ASV941                                  0 #> ASV942                                  0 #> ASV961                                  0 #> ASV973                                  0 #> ASV995                                  0 #> ASV1010                                 0 #> ASV1053                                 0 #> ASV1131                                 0 #> ASV1144                                 0 #> ASV1155                                 0 #> ASV1164                                 0 #> ASV1223                                 0 #> ASV1079                                 0 #> ASV1263                                 0 #> ASV1313                                 0 #> ASV1319                                 0 #> ASV1376                                 0 #> ASV1381                                 0 #> ASV1404                                 0 #> ASV1507                                 0 #> ASV1523                                 0 #> ASV1543                                 0 #> ASV1548                                 0 #> ASV1553                                 0 #> ASV1564                                 0 #> ASV1574                                 0 #> ASV1586                                 0 #> ASV1624                                 0 #> ASV1625                                 0 #> ASV1630                                 0 #> ASV1632                                 0 #> ASV1644                                 0 #> ASV1658                                 0 #> ASV27                                   0 #> ASV49                                   0 #> ASV61                                   0 #> ASV101                                  0 #> ASV105                                  0 #> ASV131                                  0 #> ASV147                                  0 #> ASV148                                 15 #> ASV215                                  0 #> ASV221                                  0 #> ASV294                                  0 #> ASV297                                  0 #> ASV364                                  0 #> ASV388                                  0 #> ASV399                                  0 #> ASV427                                  0 #> ASV476                                  0 #> ASV591                                  0 #> ASV643                                  0 #> ASV653                                  0 #> ASV660                                  0 #> ASV720                                  0 #> ASV753                                  0 #> ASV829                                  0 #> ASV840                                  0 #> ASV865                                  0 #> ASV903                                  0 #> ASV940                                  0 #> ASV979                                  0 #> ASV1017                                 0 #> ASV1067                                 0 #> ASV1182                                 0 #> ASV1190                                 0 #> ASV1228                                 0 #> ASV1234                                 0 #> ASV1239                                 0 #> ASV1271                                 0 #> ASV1272                                 0 #> ASV1289                                 0 #> ASV1294                                 0 #> ASV1375                                 0 #> ASV1403                                 0 #> ASV1423                                 0 #> ASV1424                                 0 #> ASV1437                                 0 #> ASV1468                                 0 #> ASV1537                                 0 #> ASV1550                                 0 #> ASV1552                                 0 #> ASV1645                                 0 #> ASV1650                                 0 #> ASV1657                                 0 #> ASV1667                                 0 #> ASV1681                                 0 #> ASV23                                   0 #> ASV48                                   0 #> ASV64                                   0 #> ASV75                                   0 #> ASV92                                  12 #> ASV99                                   0 #> ASV111                                  0 #> ASV162                                  0 #> ASV198                                  0 #> ASV202                                  0 #> ASV219                                  0 #> ASV224                                  4 #> ASV249                                  0 #> ASV254                                  0 #> ASV311                                  0 #> ASV327                                  0 #> ASV360                                  0 #> ASV375                                  0 #> ASV402                                  9 #> ASV422                                  0 #> ASV431                                  0 #> ASV454                                  0 #> ASV459                                  0 #> ASV489                                  0 #> ASV526                                  0 #> ASV570                                  0 #> ASV578                                  0 #> ASV614                                  0 #> ASV617                                  0 #> ASV627                                  0 #> ASV671                                  0 #> ASV672                                  0 #> ASV686                                  0 #> ASV710                                  0 #> ASV792                                  0 #> ASV836                                  5 #> ASV837                                  0 #> ASV874                                  4 #> ASV883                                  0 #> ASV899                                  0 #> ASV915                                  0 #> ASV934                                  0 #> ASV959                                  0 #> ASV964                                  0 #> ASV976                                  0 #> ASV1006                                 0 #> ASV1014                                 0 #> ASV1015                                 0 #> ASV1023                                 0 #> ASV1037                                 0 #> ASV1069                                 0 #> ASV1125                                 0 #> ASV1133                                 0 #> ASV1134                                 0 #> ASV1143                                 0 #> ASV1146                                 0 #> ASV1205                                76 #> ASV1225                                 0 #> ASV1262                                 0 #> ASV1314                                 0 #> ASV1387                                 0 #> ASV1388                                 0 #> ASV1420                                 0 #> ASV1422                                 0 #> ASV1454                                 0 #> ASV1455                                 0 #> ASV1460                                 0 #> ASV1461                                 0 #> ASV1526                                 0 #> ASV1542                                 0 #> ASV1545                                 0 #> ASV1576                                 0 #> ASV1577                                 0 #> ASV847                                  0 #> ASV1469                                 0 #> ASV1663                                 0 #> ASV1697                                 0 #> ASV1173                                 0 #> ASV1712                                 0 #> ASV50                                   0 #> ASV68                                   0 #> ASV77                                   0 #> ASV82                                   0 #> ASV127                                  0 #> ASV179                                  0 #> ASV196                                  0 #> ASV203                                  0 #> ASV208                                  0 #> ASV222                                  0 #> ASV285                                  0 #> ASV288                                  0 #> ASV318                                  0 #> ASV458                                  0 #>  [ reached 'max' / getOption(\"max.print\") -- omitted 111 rows ] #>  #>  #> $merged_ASV #>         total spread parent_id curated rank #> ASV666    371     28      ASV8  merged  267 #> ASV989    177     25     ASV38  merged  398 #> ASV209   2150     24      ASV8  merged   97 #> ASV474    612     20     ASV94  merged  189 #> ASV348   1005     19      ASV8  merged  149 #> ASV831    248     18     ASV18  merged  335 #> ASV493    581     17      ASV8  merged  197 #> ASV853    236     16     ASV38  merged  346 #> ASV466    642     12     ASV38  merged  188 #> ASV576    467     12      ASV2  merged  228 #> ASV963    191     11    ASV172  merged  386 #> ASV1082   150     11      ASV2  merged  438 #> ASV1337    96     11     ASV38  merged  527 #> ASV541    501     10      ASV2  merged  213 #> ASV962    191     10      ASV2  merged  387 #> ASV1027   165     10      ASV2  merged  417 #> ASV1078   152     10     ASV19  merged  437 #> ASV1268   106     10    ASV139  merged  499 #> ASV333   1058      9     ASV19  merged  143 #> ASV981    180      9    ASV172  merged  394 #> ASV1247   110      9      ASV2  merged  492 #> ASV1261   107      9    ASV346  merged  495 #> ASV534    512      8     ASV89  merged  210 #> ASV975    181      8     ASV38  merged  392 #> ASV1276   105      8     ASV52  merged  503 #> ASV776    280      7     ASV69  merged  315 #> ASV814    254      7    ASV145  merged  331 #> ASV1467    75      7     ASV19  merged  574 #> ASV594    442      6     ASV19  merged  238 #> ASV624    411      6     ASV12  merged  250 #> ASV858    234      6     ASV19  merged  350 #> ASV986    178      6     ASV19  merged  396 #> ASV1066   156      6    ASV113  merged  431 #> ASV1101   144      6     ASV89  merged  443 #> ASV415    759      5    ASV113  merged  172 #> ASV736    306      5     ASV19  merged  295 #> ASV764    292      5     ASV81  merged  309 #> ASV941    199      5     ASV33  merged  378 #> ASV1010   169      5     ASV19  merged  408 #> ASV1131   137      5     ASV19  merged  453 #> ASV1376    90      5     ASV28  merged  536 #> ASV1381    89      5    ASV137  merged  540 #> ASV1625    44      5     ASV33  merged  620 #> ASV294   1295      4     ASV29  merged  130 #> ASV364    914      4     ASV58  merged  156 #> ASV476    608      4    ASV388  merged  190 #> ASV660    379      4    ASV129  merged  265 #> ASV979    180      4     ASV19  merged  395 #> ASV1182   125      4     ASV26  merged  471 #> ASV1228   115      4     ASV87  merged  484 #> ASV1271   106      4     ASV19  merged  501 #> ASV1375    90      4     ASV28  merged  537 #> ASV1657    31      4    ASV129  merged  632 #> ASV99    5699      3     ASV53  merged   50 #> ASV375    875      3      ASV2  merged  160 #> ASV671    368      3    ASV459  merged  270 #> ASV836    248      3     ASV92  merged  338 #> ASV915    210      3     ASV43  merged  371 #> ASV959    193      3    ASV339  merged  384 #> ASV1262   107      3     ASV12  merged  496 #> ASV1387    87      3     ASV43  merged  543 #> ASV1542    62      3     ASV12  merged  591 #> ASV1663    29      3   ASV1022  merged  634 #> ASV68    8417      2     ASV25  merged   35 #> ASV77    7818      2     ASV25  merged   39 #> ASV491    584      2    ASV210  merged  196 #> ASV580    465      2     ASV64  merged  232 #> ASV700    341      2    ASV271  merged  281 #> ASV795    270      2     ASV81  merged  323 #> ASV998    174      2    ASV444  merged  403 #> ASV1024   167      2     ASV28  merged  415 #> ASV1169   129      2    ASV198  merged  465 #> ASV1305   101      2     ASV81  merged  517 #> ASV1401    85      2    ASV327  merged  546 #> ASV108   5137      1     ASV82  merged   55 #> ASV168   2877      1     ASV64  merged   78 #> ASV284   1372      1    ASV280  merged  125 #> ASV298   1278      1    ASV208  merged  132 #> ASV305   1235      1    ASV285  merged  133 #> ASV379    849      1    ASV249  merged  163 #> ASV557    484      1    ASV388  merged  220 #> ASV636    404      1      ASV8  merged  255 #> ASV651    392      1    ASV152  merged  260 #> ASV689    350      1    ASV388  merged  276 #> ASV833    248      1    ASV221  merged  340 #> ASV835    248      1    ASV357  merged  341 #> ASV851    239      1     ASV82  merged  345 #> ASV856    236      1     ASV82  merged  348 #> ASV868    233      1    ASV129  merged  353 #> ASV1055   159      1    ASV667  merged  427 #> ASV1092   146      1    ASV251  merged  441 #> ASV1117   140      1     ASV43  merged  448 #> ASV1178   127      1     ASV38  merged  468 #> ASV1291   103      1    ASV653  merged  509 #> ASV1448    78      1    ASV327  merged  563 #> ASV1451    77      1    ASV475  merged  567 #> ASV1453    77      1    ASV816  merged  568 #> ASV1470    75      1    ASV895  merged  576 #> ASV1471    75      1    ASV895  merged  577 #> ASV1563    58      1    ASV895  merged  603 #> ASV1627    43      1   ASV1270  merged  621 #> ASV1665    29      1     ASV29  merged  635 #>  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_groups.html","id":null,"dir":"Reference","previous_headings":"","what":"Merge groups of elements within a vector by a function — merge_groups","title":"Merge groups of elements within a vector by a function — merge_groups","text":"Internal function used merge_samples2() merge variables. Note, owing use split(), merged elements new vector reordered according group.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_groups.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Merge groups of elements within a vector by a function — merge_groups","text":"","code":"merge_groups(x, group, f = unique_or_na)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_groups.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Merge groups of elements within a vector by a function — merge_groups","text":"x vector whose elements merged. group vector .factor(group) defines grouping. f function , applied subvector x, returns single value. Can also formula interpretted purrr::as_mapper().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_groups.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Merge groups of elements within a vector by a function — merge_groups","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":null,"dir":"Reference","previous_headings":"","what":"Merge Krona files using KronaTools. — merge_krona","title":"Merge Krona files using KronaTools. — merge_krona","text":"Need installation kronatools computer (installation instruction). Function merge_krona allows merging multiple html files one interactive krona file Note need use name args krona() function merge_krona() order give good name krona pie output.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Merge Krona files using KronaTools. — merge_krona","text":"","code":"merge_krona(files = NULL, output = \"mergeKrona.html\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Merge Krona files using KronaTools. — merge_krona","text":"files (required) path html files merged output path output file","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Merge Krona files using KronaTools. — merge_krona","text":"html file","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Merge Krona files using KronaTools. — merge_krona","text":"function mainly wrapper work others. Please cite Krona use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Merge Krona files using KronaTools. — merge_krona","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Merge Krona files using KronaTools. — merge_krona","text":"","code":"if (FALSE) { data(\"GlobalPatterns\", package = \"phyloseq\") GA <- subset_taxa(GlobalPatterns, Phylum == \"Acidobacteria\") krona(GA, \"Number.of.sequences.html\", name = \"Nb_seq_GP_acidobacteria\") krona(GA, \"Number.of.ASVs.html\", nb_seq = FALSE, name = \"Nb_asv_GP_acidobacteria\") merge_krona(c(\"Number.of.sequences.html\", \"Number.of.ASVs.html\"), \"mergeKrona.html\") unlink(c(\"Number.of.sequences.html\", \"Number.of.ASVs.html\", \"mergeKrona.html\")) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":null,"dir":"Reference","previous_headings":"","what":"Merge samples by a sample variable or factor — merge_samples2","title":"Merge samples by a sample variable or factor — merge_samples2","text":"Firstly release speedyseq R package Michael R. McLaren. function provides alternative phyloseq::merge_samples() better handles sample variables different types, especially categorical sample variables. combines samples x defined sample variable factor group summing abundances otu_table(x) combines sample variables summary functions funs. default summary function, unique_or_na(), collapses values within group single unique value exists otherwise returns NA. new (merged) samples named values group.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Merge samples by a sample variable or factor — merge_samples2","text":"","code":"merge_samples2(x, group, fun_otu = sum, funs = list(), reorder = FALSE)  # S4 method for phyloseq merge_samples2(x, group, fun_otu = sum, funs = list(), reorder = FALSE)  # S4 method for otu_table merge_samples2(x, group, fun_otu = sum, reorder = FALSE)  # S4 method for sample_data merge_samples2(x, group, funs = list(), reorder = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Merge samples by a sample variable or factor — merge_samples2","text":"x phyloseq, otu_table, sample_data object group sample variable vector length nsamples(x) defining sample grouping. vector must supplied x otu_table fun_otu Function combining abundances otu table; default sum. Can formula converted function purrr::as_mapper() funs Named list merge functions sample variables; default unique_or_na reorder Logical specifying whether reorder new (merged) samples name","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Merge samples by a sample variable or factor — merge_samples2","text":"new phyloseq-class, otu_table sam_data object depending class x param","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Merge samples by a sample variable or factor — merge_samples2","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X) modified Adrien Taudiere","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Merge samples by a sample variable or factor — merge_samples2","text":"","code":"data(enterotype)  # Merge samples with the same project and clinical status ps <- enterotype sample_data(ps) <- sample_data(ps) %>%   transform(Project.ClinicalStatus = Project:ClinicalStatus) sample_data(ps) %>% head() #>           Enterotype Sample_ID SeqTech  SampleID     Project Nationality Gender #> AM.AD.1         <NA>   AM.AD.1  Sanger   AM.AD.1      gill06    american      F #> AM.AD.2         <NA>   AM.AD.2  Sanger   AM.AD.2      gill06    american      M #> AM.F10.T1       <NA> AM.F10.T1  Sanger AM.F10.T1 turnbaugh09    american      F #> AM.F10.T2          3 AM.F10.T2  Sanger AM.F10.T2 turnbaugh09    american      F #> DA.AD.1            2   DA.AD.1  Sanger   DA.AD.1     MetaHIT      danish      F #> DA.AD.1T        <NA>  DA.AD.1T  Sanger      <NA>        <NA>        <NA>   <NA> #>           Age ClinicalStatus Project.ClinicalStatus #> AM.AD.1    28        healthy         gill06:healthy #> AM.AD.2    37        healthy         gill06:healthy #> AM.F10.T1  NA          obese      turnbaugh09:obese #> AM.F10.T2  NA          obese      turnbaugh09:obese #> DA.AD.1    59        healthy        MetaHIT:healthy #> DA.AD.1T   NA           <NA>                   <NA> ps0 <- merge_samples2(ps, \"Project.ClinicalStatus\",   fun_otu = mean,   funs = list(Age = mean) ) #> Warning: `group` has missing values; corresponding samples will be dropped sample_data(ps0) %>% head() #>                     Enterotype Sample_ID SeqTech SampleID     Project #> gill06:healthy            <NA>      <NA>  Sanger     <NA>      gill06 #> kurokawa07:healthy        <NA>      <NA>  Sanger     <NA>  kurokawa07 #> kurokawa07 :healthy       <NA>      <NA>  Sanger     <NA> kurokawa07  #> MetaHIT:CD                   1   ES.AD.1  Sanger  ES.AD.1     MetaHIT #> MetaHIT:healthy           <NA>      <NA>  Sanger     <NA>     MetaHIT #> MetaHIT:obese             <NA>      <NA>  Sanger     <NA>     MetaHIT #>                     Nationality Gender      Age ClinicalStatus #> gill06:healthy         american   <NA> 32.50000        healthy #> kurokawa07:healthy     japanese      M 15.12500        healthy #> kurokawa07 :healthy    japanese   <NA> 19.17364        healthy #> MetaHIT:CD              spanish      F 25.00000             CD #> MetaHIT:healthy            <NA>   <NA> 50.00000        healthy #> MetaHIT:obese            danish   <NA> 54.00000          obese #>                     Project.ClinicalStatus #> gill06:healthy              gill06:healthy #> kurokawa07:healthy      kurokawa07:healthy #> kurokawa07 :healthy    kurokawa07 :healthy #> MetaHIT:CD                      MetaHIT:CD #> MetaHIT:healthy            MetaHIT:healthy #> MetaHIT:obese                MetaHIT:obese"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":null,"dir":"Reference","previous_headings":"","what":"Merge taxa in groups (vectorized version) — merge_taxa_vec","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"Firstly release speedyseq R package Michael R. McLaren. Merge taxa x smaller set taxa defined vector group. Taxa whose value group NA dropped. New taxa named according abundant taxon group (phyloseq otu_table objects) first taxon group (phyloseq component objects). x phyloseq object phylogenetic tree, new taxa ordered tree. Otherwise, taxa order can controlled reorder argument, behaves like reorder argument base::rowsum(). reorder = FALSE keep taxa original order determined member group first appears taxa_names(x); reorder = TRUE order new taxa according corresponding value group. tax_adjust argument controls handling taxonomic disagreements within groups. Setting tax_adjust == 0 causes adjustment; taxonomy new group set archetype taxon (see ). Otherwise, disagreements within group given rank cause values lower ranks set NA. tax_adjust == 1 (default), rank taxa group already NA counted disagreement, lower ranks may kept taxa agree. corresponds original phyloseq behavior. tax_adjust == 2, NAs treated disagreement; ranks set NA first disagreement NA.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"","code":"merge_taxa_vec(x, group, reorder = FALSE, tax_adjust = 1L)  # S4 method for phyloseq merge_taxa_vec(x, group, reorder = FALSE, tax_adjust = 1L)  # S4 method for otu_table merge_taxa_vec(x, group, reorder = FALSE)  # S4 method for taxonomyTable merge_taxa_vec(x, group, reorder = FALSE, tax_adjust = 1L)  # S4 method for phylo merge_taxa_vec(x, group)  # S4 method for XStringSet merge_taxa_vec(x, group, reorder = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"x phyloseq object component object group vector one element taxon physeq defines new groups. see base::rowsum(). reorder Logical specifying whether reorder taxa group values. Ignored x () phylogenetic tree. tax_adjust 0: adjustment; 1: phyloseq-compatible adjustment; 2: conservative adjustment","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"new phyloseq-class, otu_table, tax_table, XStringset sam_data object depending class x param","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X) modified Adrien Taudiere","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec_pseudo.html","id":null,"dir":"Reference","previous_headings":"","what":"Pseudo-merge taxa in groups — merge_taxa_vec_pseudo","title":"Pseudo-merge taxa in groups — merge_taxa_vec_pseudo","text":"Returns x pruned first taxon group defined group.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec_pseudo.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Pseudo-merge taxa in groups — merge_taxa_vec_pseudo","text":"","code":"merge_taxa_vec_pseudo(x, group, reorder = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec_pseudo.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Pseudo-merge taxa in groups — merge_taxa_vec_pseudo","text":"x phyloseq component-class object group vector one element taxon x defines new groups","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"allow plot possible biplot_pq() combination using one factor.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"","code":"multi_biplot_pq(physeq, split_by = NULL, pairs = NULL, na_remove = TRUE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. split_by (required pairs NULL) name factor make combination couples values pairs (required pairs NULL) name factor physeq@sam_data` slot make plot pairs samples. level must present two times. Note set pairs, also must set fact arguments pass biplot_pq(). na_remove (logical, default TRUE) TRUE remove samples NA split_by variable physeq@sam_data slot ... parameters passed biplot_pq()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"list ggplot object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"","code":"# \\donttest{ data_fungi_abun <- subset_taxa_pq(data_fungi, taxa_sums(data_fungi) > 10000) #> Cleaning suppress 0 taxa (  ) and 15 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1385 #> Number of kept ASV 35 #> Number of kept samples 170 p <- multi_biplot_pq(data_fungi_abun, \"Height\") #> 54 were discarded due to NA in variables present in formula. #> Cleaning suppress 0 taxa and 0 samples. #> Scale for y is already present. #> Adding another scale for y, which will replace the existing scale. lapply(p, print) #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_rect()`).  #> $`High - Low` #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_rect()`).  #>  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Test and plot multipatt result — multipatt_pq","title":"Test and plot multipatt result — multipatt_pq","text":"wrapper indicspecies::multipatt() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test and plot multipatt result — multipatt_pq","text":"","code":"multipatt_pq(   physeq,   fact,   p_adjust_method = \"BH\",   pval = 0.05,   control = permute::how(nperm = 999),   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test and plot multipatt result — multipatt_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines p_adjust_method (chr, default \"BH\"): method used adjust p-value pval (int, default 0.05): value determine significance LCBD control see ?indicspecies::multipatt() ... Others arguments passed indicspecies::multipatt() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test and plot multipatt result — multipatt_pq","text":"ggplot2 object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Test and plot multipatt result — multipatt_pq","text":"function mainly wrapper work others. Please make reference indicspecies::multipatt() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test and plot multipatt result — multipatt_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test and plot multipatt result — multipatt_pq","text":"","code":"if (requireNamespace(\"indicspecies\")) {   data(data_fungi)   data_fungi_ab <- subset_taxa_pq(data_fungi, taxa_sums(data_fungi) > 10000)   multipatt_pq(subset_samples(data_fungi_ab, !is.na(Time)), fact = \"Time\") } #> Cleaning suppress 0 taxa (  ) and 15 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1385 #> Number of kept ASV 35 #> Number of kept samples 170 #> Taxa are now in columns. #> Cleaning suppress 0 taxa and 0 samples.  # \\donttest{ if (requireNamespace(\"indicspecies\")) {   multipatt_pq(subset_samples(data_fungi_ab, !is.na(Time)),     fact = \"Time\",     max.order = 1, control = permute::how(nperm = 99)   ) } #> Taxa are now in columns. #> Cleaning suppress 0 taxa and 0 samples.  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multiplot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Multiple plot function — multiplot","text":"","code":"multiplot(..., plotlist = NULL, cols = 1, layout = NULL)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multiplot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Multiple plot function — multiplot","text":"... list ggplot objects plotlist list ggplot objects cols number columns layout matrix specifying layout. present, 'cols' ignored.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multiplot.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Multiple plot function — multiplot","text":"Nothing. Print list ggplot objects","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"Note lvl3 need nested lvl2 need nested lvl1","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"","code":"multitax_bar_pq(   physeq,   lvl1,   lvl2,   lvl3,   fact = NULL,   nb_seq = TRUE,   log10trans = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. lvl1 (required) Name first (higher) taxonomic rank interest lvl2 (required) Name second (middle) taxonomic rank interest lvl3 (required) Name first (lower) taxonomic rank interest fact Name factor cluster samples modalities. Need physeq@sam_data. set, taxonomic distribution plot samples together. nb_seq (logical; default TRUE) set FALSE, number ASV count. Concretely, physeq otu_table transformed binary otu_table (value different zero set one) log10trans (logical, default TRUE) TRUE, number sequences (ASV nb_seq = FALSE) log10 transformed.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"ggplot2 graphic","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"ggh4x\")) {   multitax_bar_pq(data_fungi_sp_known, \"Phylum\", \"Class\", \"Order\", \"Time\")   multitax_bar_pq(data_fungi_sp_known, \"Phylum\", \"Class\", \"Order\")   multitax_bar_pq(data_fungi_sp_known, \"Phylum\", \"Class\", \"Order\",     nb_seq = FALSE, log10trans = FALSE   ) } #> Loading required namespace: ggh4x  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"MUMU reclustering of class physeq — mumu_pq","title":"MUMU reclustering of class physeq — mumu_pq","text":"See https://www.nature.com/articles/s41467-017-01312-x information original method LULU. wrapper mumu C++ re-implementation LULU Frédéric Mahé","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"MUMU reclustering of class physeq — mumu_pq","text":"","code":"mumu_pq(   physeq,   nproc = 1,   id = 0.84,   vsearchpath = \"vsearch\",   mumupath = \"mumu\",   verbose = FALSE,   clean_pq = TRUE,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"MUMU reclustering of class physeq — mumu_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. nproc (default 1) Set number cpus/processors use clustering id (default: 0.84) id --usearch_global. vsearchpath (default: vsearch) path vsearch. mumupath path mumu. See mumu installation instruction verbose (logical) true, print additional messages. clean_pq (logical) true, empty samples empty ASV discarded clustering. keep_temporary_files (logical, default: FALSE) keep temporary files","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"MUMU reclustering of class physeq — mumu_pq","text":"list object \"new_physeq\": new phyloseq object (class physeq) \"mumu_results\": log file mumu software. Run man mumu bash obtain details columns' signification.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"MUMU reclustering of class physeq — mumu_pq","text":"function mainly wrapper work others. Please cite mumu lulu use function work.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"MUMU reclustering of class physeq — mumu_pq","text":"MUMU: https://github.com/frederic-mahe/mumu VSEARCH can downloaded https://github.com/torognes/vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"MUMU reclustering of class physeq — mumu_pq","text":"Frédéric Mahé & Adrien Taudière adrien.taudiere@zaclys.net","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"MUMU reclustering of class physeq — mumu_pq","text":"","code":"if (FALSE) { mumu_pq(data_fungi_sp_known) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Normalize otu table using samples depth — normalize_prop_pq","title":"Normalize otu table using samples depth — normalize_prop_pq","text":"function implement method proposed McKnight et al. 2018","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Normalize otu table using samples depth — normalize_prop_pq","text":"","code":"normalize_prop_pq(physeq, base_log = 2, constante = 10000, digits = 4)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Normalize otu table using samples depth — normalize_prop_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. base_log (integer, default 2) base log-transformation. set NULL NA, log-transformation compute normalization. constante constante multiply otu_table values digits (default = 2) integer indicating number decimal places used (see ?round information)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Normalize otu table using samples depth — normalize_prop_pq","text":"new phyloseq-class object otu_table count normalize log transformed (base_log integer)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Normalize otu table using samples depth — normalize_prop_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Normalize otu table using samples depth — normalize_prop_pq","text":"","code":"taxa_sums(data_fungi_mini) #>   ASV7   ASV8  ASV12  ASV18  ASV25  ASV26  ASV27  ASV29  ASV32  ASV34  ASV35  #>  47410  46857  38237  27368  21522  20660  20584  19661  16933  15804  15298  #>  ASV41  ASV42  ASV46  ASV47  ASV48  ASV49  ASV50  ASV53  ASV54  ASV58  ASV59  #>  12922  12270  11053  10878  10784  10215  10178  10038   9895   9172   9045  #>  ASV61  ASV62  ASV63  ASV64  ASV67  ASV68  ASV71  ASV72  ASV75  ASV77  ASV82  #>   8935   8922   8872   8849   8521   8417   8171   8167   7842   7818   7356  #>  ASV83  ASV85  ASV91  ASV93  ASV94  ASV99 ASV100 ASV101 ASV104 ASV105 ASV107  #>   7328   7145   6319   5886   5842   5699   5675   5649   5566   5467   5158  #> ASV108  #>   5137  data_f_norm <- normalize_prop_pq(data_fungi_mini) taxa_sums(data_f_norm) #>     ASV7     ASV8    ASV12    ASV18    ASV25    ASV26    ASV27    ASV29  #> 414.6046 644.1998 249.0031 259.4578 114.5518 118.3969  39.8368 103.1480  #>    ASV32    ASV34    ASV35    ASV41    ASV42    ASV46    ASV47    ASV48  #>  82.3404 372.7509  80.0378  78.9897  83.1868  93.3887  32.1618  25.6481  #>    ASV49    ASV50    ASV53    ASV54    ASV58    ASV59    ASV61    ASV62  #>  45.3490  23.2659  40.4996  13.2874  63.4629  51.1092  39.3335  61.9517  #>    ASV63    ASV64    ASV67    ASV68    ASV71    ASV72    ASV75    ASV77  #>  20.9074  30.8507  48.5672  12.9911 380.9520  53.6068  30.4545  15.5597  #>    ASV82    ASV83    ASV85    ASV91    ASV93    ASV94    ASV99   ASV100  #>  22.2811 177.5237  68.8903  71.8991  15.5826 234.0406  33.1109  19.7700  #>   ASV101   ASV104   ASV105   ASV107   ASV108  #>  43.5813  49.3524  27.2813 100.0606  11.9978  ggplot(data.frame(   \"norm\" = scale(taxa_sums(data_f_norm)),   \"raw\" = scale(taxa_sums(data_fungi_mini)),   \"name_otu\" = taxa_names(data_f_norm) )) +   geom_point(aes(x = raw, y = norm))   data_f_norm <- normalize_prop_pq(data_fungi_mini, base_log = NULL)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/perc.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert a value (or a fraction x/y) in percentage — perc","text":"","code":"perc(x, y = NULL, accuracy = 0, add_symbol = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/perc.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert a value (or a fraction x/y) in percentage — perc","text":"x (required): value y y set, compute division x y accuracy number digits (number digits zero) add_symbol set TRUE add % symbol value","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/perc.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Convert a value (or a fraction x/y) in percentage — perc","text":"percentage value (number character add_symbol set TRUE)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/perc.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Convert a value (or a fraction x/y) in percentage — perc","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/phyloseq_to_edgeR.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","title":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","text":"Convert phyloseq OTU count data DGEList edgeR package","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/phyloseq_to_edgeR.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","text":"","code":"phyloseq_to_edgeR(physeq, group, method = \"RLE\", ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/phyloseq_to_edgeR.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","text":"physeq (required): phyloseq-class object obtained using phyloseq package. group (required) character vector factor giving experimental group/condition sample/library. Alternatively, may provide name sample variable. name among output sample_variables(physeq), case get_variable(physeq, group) return either character vector factor. passed DGEList, may find details examples documentation. method label edgeR-implemented normalization use. See calcNormFactors supported options details. default option \"RLE\", scaling factor method proposed Anders Huber (2010). time writing, edgeR package supported following options method argument: c(\"TMM\", \"RLE\", \"upperquartile\", \"none\"). ... Additional arguments passed DGEList","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/phyloseq_to_edgeR.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","text":"DGEList object. See edgeR::estimateTagwiseDisp() details.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":null,"dir":"Reference","previous_headings":"","what":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"Internally used vsearch_clustering(), swarm_clustering() asv2otu().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"","code":"physeq_or_string_to_dna(physeq = NULL, dna_seq = NULL)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"physeq (required): phyloseq-class object obtained using phyloseq package. dna_seq may directly use character vector DNA sequences place physeq args. physeq set, dna sequences take value physeq@refseq","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"object class DNAStringSet (see Biostrings::DNAStringSet() function)","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"","code":"dna <- physeq_or_string_to_dna(data_fungi) dna #> DNAStringSet object of length 1420: #>        width seq                                            names                #>    [1]   312 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV2 #>    [2]   301 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV6 #>    [3]   349 AAATGCGATAAGTAATGTGAAT...TGGGACTACCCGCTGAACTTA ASV7 #>    [4]   357 AAATGCGATAAGTAATGTGAAT...TGGGACTACCCGCTGAACTTA ASV8 #>    [5]   300 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV10 #>    ...   ... ... #> [1416]   339 AATCGCGATATGTAGTGTGATC...GGGATTACCCGCTGAACTTAA ASV1712 #> [1417]   356 GAAACGCGATATGTAATCGTGC...TAGGACTACCCGCTGAACTTA ASV1714 #> [1418]   420 AACTGCGAAACGTCATGTGACC...TAAGGATACCCGCTGAACTTA ASV1716 #> [1419]   337 GAAGTGCGATAAGCAATGCGAA...CAGGATCACCCGCTGAACTTA ASV1719 #> [1420]   260 AAACGCGAAAAGTGTTATGATG...AAGATCACCCGCTGAACTTAA ASV1726  sequences_ex <- c(   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTAATAACGAATTCATTGAATCA\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAAGGCCCACTT\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAGAGGTG\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACC\",   \"CGGGATTTGATGGCGAATTACCTGGTATTTTAGCCCACTTACCCGGTACCATGAGGTG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACCTGG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\" ) dna2 <- physeq_or_string_to_dna(dna_seq = sequences_ex) dna2 #> DNAStringSet object of length 9: #>     width seq #> [1]    73 TACCTATGTTGCCTTGGCGGCTAAACCTACCCGG...ATGGGGCGAATTAATAACGAATTCATTGAATCA #> [2]    70 TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAAGGCCCACTT #> [3]    66 TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAGAGGTG #> [4]    31 TACCTATGTTGCCTTGGCGGCTAAACCTACC #> [5]    58 CGGGATTTGATGGCGAATTACCTGGTATTTTAGCCCACTTACCCGGTACCATGAGGTG #> [6]    40 GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACCTGG #> [7]    40 GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG #> [8]    40 GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG #> [9]    40 GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"wrapper adespatial::beta.div() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"","code":"plot_LCBD_pq(   physeq,   p_adjust_method = \"BH\",   pval = 0.05,   sam_variables = NULL,   only_plot_significant = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. p_adjust_method (chr, default \"BH\"): method used adjust p-value pval (int, default 0.05): value determine significance LCBD sam_variables vector variables names present sam_data slot plot alongside LCBD value only_plot_significant (logical, default TRUE) plot LCBD values significant ones ... Others arguments passed adespatial::beta.div() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"ggplot2 object build package patchwork","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"function mainly wrapper work others. Please make reference vegan::beta.div() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"","code":"data(data_fungi) if (requireNamespace(\"adespatial\")) {   plot_LCBD_pq(data_fungi_mini,     nperm = 100, only_plot_significant = FALSE,     pval = 0.2   ) } #> Taxa are now in columns.  # \\donttest{ if (requireNamespace(\"adespatial\")) {   plot_LCBD_pq(data_fungi_mini,     nperm = 100, only_plot_significant = TRUE,     pval = 0.2   )   if (requireNamespace(\"patchwork\")) {     plot_LCBD_pq(data_fungi_mini,       nperm = 100, only_plot_significant = FALSE,       sam_variables = c(\"Time\", \"Height\")     )     plot_LCBD_pq(data_fungi_mini,       nperm = 100, only_plot_significant = TRUE, pval = 0.2,       sam_variables = c(\"Time\", \"Height\", \"Tree_name\")     ) &       theme(         legend.key.size = unit(0.4, \"cm\"),         legend.text = element_text(size = 10),         axis.title.x = element_text(size = 6)       )   } } #> Taxa are now in columns. #> Taxa are now in columns. #> Taxa are now in columns.  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"wrapper adespatial::beta.div() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"","code":"plot_SCBD_pq(   physeq,   tax_level = \"ASV\",   tax_col = \"Order\",   min_SCBD = 0.01,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. tax_level Taxonomic level used y axis tax_col Taxonomic level colored points min_SCBD (default 0.01) minimum SCBD value plot taxa ... Others arguments passed adespatial::beta.div() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"ggplot2 object build package patchwork","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"function mainly wrapper work others. Please make reference vegan::beta.div() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"","code":"data(data_fungi) if (requireNamespace(\"adespatial\")) {   plot_SCBD_pq(data_fungi) +     geom_text(aes(label = paste(Genus, Species)), hjust = 1, vjust = 2) +     xlim(c(0, NA)) }  # \\donttest{ if (requireNamespace(\"adespatial\")) {   plot_SCBD_pq(data_fungi, tax_level = \"Class\", tax_col = \"Phylum\", min_SCBD = 0) +     geom_jitter() }  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"","code":"plot_ancombc_pq(   physeq,   ancombc_res,   filter_passed = TRUE,   filter_diff = TRUE,   min_abs_lfc = 0,   tax_col = \"Genus\",   tax_label = \"Species\",   add_marginal_vioplot = TRUE,   add_label = TRUE,   add_hline_cut_lfc = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. ancombc_res (required) result ancombc_pq function moment bimodal factors possible. filter_passed (logical, default TRUE) filter using column passed_ss? passed_ss value  TRUE taxon passed sensitivity analysis, .e., adding different pseudo-counts 0s change results. filter_diff (logical, default TRUE) filter using column diff? diff value TRUE taxon significant (q less alpha) min_abs_lfc (integer, default 0) Minimum absolute value filter results based Log Fold Change. ex. value 1 filter taxa abundance given level modality least double abundance level. tax_col taxonomic level (must present tax_table slot) color points tax_label taxonomic level (must present tax_table slot) add label add_marginal_vioplot (logical, default TRUE) add marginal vioplot representing taxa lfc ancombc_res. add_label (logical, default TRUE) add label? add_hline_cut_lfc (logical, default NULL) add two horizontal lines min_abs_lfc set (different zero)?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"ggplot2 object. add_marginal_vioplot TRUE, patchworks plot made using patchwork::plot_layout().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"function mainly wrapper work others. Please make reference ANCOMBC::ancombc2() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"mia\")) {   data_fungi_mini@tax_table <- phyloseq::tax_table(cbind(     data_fungi_mini@tax_table,     \"taxon\" = taxa_names(data_fungi_mini)   ))    res_time <- ancombc_pq(     data_fungi_mini,     fact = \"Time\",     levels_fact = c(\"0\", \"15\"),     tax_level = \"taxon\",     verbose = TRUE   )    plot_ancombc_pq(data_fungi_mini, res_time,     filter_passed = FALSE,     tax_label = \"Genus\", tax_col = \"Order\"   )   plot_ancombc_pq(data_fungi_mini, res_time, tax_col = \"Genus\")   plot_ancombc_pq(data_fungi_mini, res_time,     filter_passed = FALSE,     filter_diff = FALSE, tax_col = \"Family\", add_label = FALSE   ) } #> Warning: The group variable has < 3 categories  #> The multi-group comparisons (global/pairwise/dunnet/trend) will be deactivated #> Warning: The number of taxa used for estimating sample-specific biases is: 9 #> A large number of taxa (>50) is required for the consistent estimation of biases #> Obtaining initial estimates ... #> Estimating sample-specific biases ... #> Warning: Estimation of sampling fractions failed for the following samples: #> BT-006-M_S55_MERGED.fastq.gz, C21-NV1-B_S62_MERGED.fastq.gz, CB8-019-H_S70_MERGED.fastq.gz, DY5-004-B_S96_MERGED.fastq.gz, DY5-004-H_S97_MERGED.fastq.gz, J18-004-M_S116_MERGED.fastq.gz, W26-001-B_S165_MERGED.fastq.gz, X24-009-B_S170_MERGED.fastq.gz #> These samples may have an excessive number of zero values #> Sensitivity analysis for pseudo-count addition to 0s: ... #> ANCOM-BC2 primary results ...  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"","code":"plot_deseq2_pq(   data,   contrast = NULL,   tax_table = NULL,   pval = 0.05,   taxolev = \"Genus\",   select_taxa = NULL,   color_tax = \"Phylum\",   tax_depth = NULL,   verbose = TRUE,   jitter_width = 0.1,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"data (required) phyloseq-class DESeqDataSet-class object. contrast (required) contrast specifies comparison extract object build results table. See results man page details. tax_table Required data DESeqDataSet-class object. taxonomic table used find taxa color_taxa arguments. data phyloseq-class object, data@tax_table used. pval (default: 0.05) significance cutoff used optimizing independent filtering. adjusted p-value cutoff (FDR) value 0.05, pval set value. taxolev taxonomic level interest select_taxa Either name taxa (form DESeq2::results()) logical vector (length results DESeq2::results()) select taxa plot. color_tax taxonomic level used color color vector. tax_depth Taxonomic depth test differential distribution among contrast. Null analysis done OTU (.e. Species) level. Null, data need column name tax_table slot phyloseq-class object. verbose whether function print information computation jitter_width width jitter positioning ... Additional arguments passed DESeq ggplot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"ggplot2 plot representing DESeq2 results","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"Please cite DESeq2 package use chis function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"","code":"# \\donttest{  data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ GP <- subset_samples(GP, SampleType %in% c(\"Soil\", \"Skin\")) #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ if (requireNamespace(\"DESeq2\")) {   res <- DESeq2::DESeq(phyloseq_to_deseq2(GP, ~SampleType),     test = \"Wald\", fitType = \"local\"   )   plot_deseq2_pq(res, c(\"SampleType\", \"Soil\", \"Skin\"),     tax_table = GP@tax_table, color_tax = \"Kingdom\"   )   plot_deseq2_pq(res, c(\"SampleType\", \"Soil\", \"Skin\"),     tax_table = GP@tax_table, color_tax = \"Kingdom\",     pval = 0.7   )   plot_deseq2_pq(res, c(\"SampleType\", \"Soil\", \"Skin\"),     tax_table = GP@tax_table, color_tax = \"Class\",     select_taxa = c(\"522457\", \"271582\")   ) } #> Loading required namespace: DESeq2 #> converting counts to integer mode #> estimating size factors #> estimating dispersions #> gene-wise dispersion estimates #> mean-dispersion relationship #> final dispersion estimates #> fitting model and testing #> None taxa present significant distribution pattern through #>               contrast. #> [1] \"None taxa present significant distribution pattern through\\n             contrast.\" # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"","code":"plot_edgeR_pq(   physeq,   contrast = NULL,   pval = 0.05,   taxolev = \"Genus\",   color_tax = \"Phylum\",   verbose = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. contrast (required):argument specifies comparison extract object build results table. See results man page details. pval (default: 0.05): significance cutoff used optimizing independent filtering. adjusted p-value cutoff (FDR) value 0.05, pval set value. taxolev taxonomic level interest color_tax taxonomic level used color assignation verbose (logical): whether function print information computation ... Additional arguments passed exactTest ggplot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"ggplot2 plot representing edgeR results","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GP_archae <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ # \\donttest{ if (requireNamespace(\"edgeR\")) {   plot_edgeR_pq(GP_archae, c(\"SampleType\", \"Soil\", \"Feces\"),     color_tax = \"Kingdom\"   )    plot_edgeR_pq(GP_archae, c(\"SampleType\", \"Soil\", \"Feces\"),     taxolev = \"Class\", color_tax = \"Kingdom\"   ) } #> Conversion to edgeR format #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Perform edgeR binary test #> Conversion to edgeR format #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Perform edgeR binary test  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"","code":"plot_guild_pq(physeq, levels_order = NULL, clean_pq = TRUE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. levels_order (Default NULL) character vector reorder levels guild. See examples. clean_pq (logical, default TRUE): phyloseq object cleaned using clean_pq() function? ... params passed clean_pq() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"ggplot2 object","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"httr\")) {   d_fung_mini <- add_funguild_info(data_fungi_mini,     taxLevels = c(       \"Domain\",       \"Phylum\",       \"Class\",       \"Order\",       \"Family\",       \"Genus\",       \"Species\"     )   )   sort(table(d_fung_mini@tax_table[, \"guild\"]), decreasing = TRUE)    p <- plot_guild_pq(d_fung_mini)   if (requireNamespace(\"patchwork\")) {     (plot_guild_pq(subset_samples(d_fung_mini, Height == \"Low\"),       levels_order = p$data$Guild[order(p$data$nb_seq)]     ) + theme(legend.position = \"none\")) +       (plot_guild_pq(subset_samples(d_fung_mini, Height == \"High\"),         levels_order = p$data$Guild[order(p$data$nb_seq)]       ) + ylab(\"\") + theme(axis.text.y = element_blank()))   } } #> Cleaning suppress 0 taxa and 0 samples. #> Cleaning suppress 11 taxa and 0 samples. #> Cleaning suppress 11 taxa and 0 samples.  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"","code":"plot_mt(mt = NULL, alpha = 0.05, color_tax = \"Class\", taxa = \"Species\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"mt (required) Result mt test function phyloseq::mt(). alpha (default: 0.05) Choose cut p-value plot taxa. color_tax (default: \"Class\") taxonomic level color points. taxa (default: \"Species\") taxonomic level choose x-positioning.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"ggplot2 plot result mt test","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"","code":"# \\donttest{ # Filter samples that don't have Time data_fungi_mini2 <- subset_samples(data_fungi_mini, !is.na(Time)) res <- mt(data_fungi_mini2, \"Time\", method = \"fdr\", test = \"f\", B = 300) #> B=300 #> b=3\tb=6\tb=9\tb=12\tb=15\tb=18\tb=21\tb=24\tb=27\tb=30\t #> b=33\tb=36\tb=39\tb=42\tb=45\tb=48\tb=51\tb=54\tb=57\tb=60\t #> b=63\tb=66\tb=69\tb=72\tb=75\tb=78\tb=81\tb=84\tb=87\tb=90\t #> b=93\tb=96\tb=99\tb=102\tb=105\tb=108\tb=111\tb=114\tb=117\tb=120\t #> b=123\tb=126\tb=129\tb=132\tb=135\tb=138\tb=141\tb=144\tb=147\tb=150\t #> b=153\tb=156\tb=159\tb=162\tb=165\tb=168\tb=171\tb=174\tb=177\tb=180\t #> b=183\tb=186\tb=189\tb=192\tb=195\tb=198\tb=201\tb=204\tb=207\tb=210\t #> b=213\tb=216\tb=219\tb=222\tb=225\tb=228\tb=231\tb=234\tb=237\tb=240\t #> b=243\tb=246\tb=249\tb=252\tb=255\tb=258\tb=261\tb=264\tb=267\tb=270\t #> b=273\tb=276\tb=279\tb=282\tb=285\tb=288\tb=291\tb=294\tb=297\tb=300\t #> r=1\tr=2\tr=3\tr=4\tr=5\tr=6\tr=7\tr=8\tr=9\tr=10\t #> r=11\tr=12\tr=13\tr=14\tr=15\tr=16\tr=17\tr=18\tr=19\tr=20\t #> r=21\tr=22\tr=23\tr=24\tr=25\tr=26\tr=27\tr=28\tr=29\tr=30\t #> r=31\tr=32\tr=33\tr=34\tr=35\tr=36\tr=37\tr=38\tr=39\tr=40\t #> r=41\tr=42\tr=43\tr=44\tr=45\t plot_mt(res) #> Warning: invalid factor level, NA generated  plot_mt(res, taxa = \"Genus\", color_tax = \"Order\") #> Warning: invalid factor level, NA generated  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"alternative phyloseq::plot_bar() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"","code":"plot_tax_pq(   physeq,   fact = NULL,   merge_sample_by = NULL,   type = \"nb_seq\",   taxa_fill = \"Order\",   print_values = TRUE,   color_border = \"lightgrey\",   linewidth = 0.1,   prop_print_value = 0.01,   nb_print_value = NULL,   add_info = TRUE,   na_remove = TRUE,   clean_pq = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor cluster samples modalities. Need physeq@sam_data. merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data type \"nb_seq\" (default), number sequences used plot. \"nb_asv\", number ASV plotted. , return list two plots, one nbSeq one ASV. taxa_fill (default: 'Order'): Name taxonomic rank interest print_values (logical, default TRUE): print values plot? color_border color border linewidth line width geom_bar prop_print_value minimal proportion print value (default 0.01) nb_print_value number higher values print (replace prop_print_value set). add_info (logical, default TRUE) add title subtitle information total number sequences number samples per modality. na_remove (logical, default TRUE) TRUE remove samples NA split_by variable physeq@sam_data slot clean_pq (logical) set TRUE, empty samples discarded subsetting ASV","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"ggplot2 graphic","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"","code":"data(data_fungi_sp_known) plot_tax_pq(data_fungi_sp_known,   \"Time\",   merge_sample_by = \"Time\",   taxa_fill = \"Class\" ) #> 23 were discarded due to NA in variables present in formula. #> Cleaning suppress 3 taxa and 1 samples.  # \\donttest{ plot_tax_pq(data_fungi_sp_known,   \"Height\",   merge_sample_by = \"Height\",   taxa_fill = \"Class\",   na_remove = TRUE,   color_border = rgb(0, 0, 0, 0) ) #> 54 were discarded due to NA in variables present in formula. #> Cleaning suppress 52 taxa and 1 samples.   plot_tax_pq(data_fungi_sp_known,   \"Height\",   merge_sample_by = \"Height\",   taxa_fill = \"Class\",   na_remove = FALSE,   clean_pq = FALSE ) #> Warning: `group` has missing values; corresponding samples will be dropped  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"","code":"plot_tsne_pq(   physeq,   method = \"bray\",   dims = 2,   theta = 0,   perplexity = 30,   fact = NA,   ellipse_level = 0.95,   plot_dims = c(1, 2),   na_remove = TRUE,   force_factor = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. method method calculate distance using vegan::vegdist() function (default: \"bray\") dims (Int) Output dimensionality (default: 2) theta (Numeric) Speed/accuracy trade-(increase less accuracy), set 0.0 exact TSNE (default: 0.0 see details man page Rtsne::Rtsne). perplexity (Numeric) Perplexity parameter (bigger 3 * perplexity < nrow(X) - 1, see details man page Rtsne::Rtsne) fact Name column physeq@sam_data used color points compute ellipses. ellipse_level level used stat_ellipse. Set NULL discard ellipse (default = 0.95) plot_dims vector 2 values defining rank dimension plot (default: c(1,2)) na_remove (logical, default TRUE) samples NA values fact removed? (default: true) force_factor (logical, default TRUE) Force fact column factor. ... arguments passed Rtsne::Rtsne()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"ggplot object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"Partially inspired phylosmith::tsne_phyloseq() function developed Schuyler D. Smith.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"","code":"data(data_fungi) if (requireNamespace(\"Rtsne\")) {   plot_tsne_pq(data_fungi, fact = \"Height\", perplexity = 15) } #> Loading required namespace: Rtsne #> Taxa are now in rows.  # \\donttest{ if (requireNamespace(\"Rtsne\")) {   plot_tsne_pq(data_fungi, fact = \"Time\") + geom_label(aes(label = Sample_id, fill = Time))   plot_tsne_pq(data_fungi, fact = \"Time\", na_remove = FALSE, force_factor = FALSE) } #> Taxa are now in rows. #> Taxa are now in rows.  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Build a samples information data.frame from physeq object — psmelt_samples_pq","title":"Build a samples information data.frame from physeq object — psmelt_samples_pq","text":"Hill numbers number equiprobable species giving diversity value observed distribution. Note contrary hill_pq(), function take account difference number sequences per samples/modalities. may use rarefy_by_sample = TRUE mean number sequences per samples differs among modalities.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Build a samples information data.frame from physeq object — psmelt_samples_pq","text":"","code":"psmelt_samples_pq(   physeq,   hill_scales = c(0, 1, 2),   filter_zero = TRUE,   rarefy_by_sample = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Build a samples information data.frame from physeq object — psmelt_samples_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. hill_scales (vector integer) list q values compute hill number H^q. Null, hill number computed. Default value compute Hill number 0 (Species richness), Hill number 1 (exponential Shannon Index) Hill number 2 (inverse Simpson Index). filter_zero (logical, default TRUE) filter non present OTU samples ? moment, effect result dataframe grouped samples abundance summed across OTU. rarefy_by_sample (logical, default FALSE) TRUE, rarefy samples using phyloseq::rarefy_even_depth() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Build a samples information data.frame from physeq object — psmelt_samples_pq","text":"tibble row samples. Columns provide information sam_data slot well hill numbers, Abundance (nb sequences), Abundance_log10 (log10(1+Abundance)).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Build a samples information data.frame from physeq object — psmelt_samples_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Build a samples information data.frame from physeq object — psmelt_samples_pq","text":"","code":"if (requireNamespace(\"ggstatsplot\")) {   psm_tib <- psmelt_samples_pq(data_fungi_mini, hill_scales = c(0, 2, 7))   ggstatsplot::ggbetweenstats(psm_tib, Height, Hill_0)   ggstatsplot::ggbetweenstats(psm_tib, Height, Hill_7)   ggstatsplot::ggscatterstats(psmelt_samples_pq(data_fungi_mini,     filter_zero = TRUE   ), Abundance_log10, Hill_1)   ggstatsplot::ggscatterstats(psmelt_samples_pq(data_fungi,     rarefy_by_sample = TRUE   ), Time, Hill_1) } #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(Sample)` #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(Sample)` #> Registered S3 method overwritten by 'ggside': #>   method from    #>   +.gg   ggplot2 #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 1018OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Taxa are now in rows. #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(Sample)` #> `stat_xsidebin()` using `bins = 30`. Pick better value with `binwidth`. #> `stat_ysidebin()` using `bins = 30`. Pick better value with `binwidth`."},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Read phyloseq object from multiple csv tables and a phylogenetic tree\nin Newick format. — read_pq","text":"","code":"read_pq(   path = NULL,   taxa_are_rows = FALSE,   sam_names = NULL,   sep_csv = \"\\t\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Read phyloseq object from multiple csv tables and a phylogenetic tree\nin Newick format. — read_pq","text":"path (required) path folder read phyloseq object taxa_are_rows (default FALSE) see ?phyloseq details sam_names name variable (column) sam_data.csv rename samples. Note use write_phyloseq() function save physeq object, may use sam_names = \"X\" rename samples names . sep_csv (default tabulation) separator column ... arguments passed utils::write.table() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Read phyloseq object from multiple csv tables and a phylogenetic tree\nin Newick format. — read_pq","text":"One four csv tables (refseq.csv, otu_table.csv, tax_table.csv, sam_data.csv) present phy_tree Newick format. least otu_table.csv need present.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Read phyloseq object from multiple csv tables and a phylogenetic tree\nin Newick format. — read_pq","text":"","code":"write_pq(data_fungi, path = paste0(tempdir(), \"/phyloseq\")) #> Cleaning suppress 0 taxa and 0 samples. read_pq(path = paste0(tempdir(), \"/phyloseq\")) #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1420 taxa and 185 samples ] #> sample_data() Sample Data:       [ 185 samples by 8 sample variables ] #> tax_table()   Taxonomy Table:    [ 1420 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1420 reference sequences ] unlink(paste0(tempdir(), \"/phyloseq\"), recursive = TRUE)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rename the samples of a phyloseq slot — rename_samples","text":"","code":"rename_samples(phyloseq_component, names_of_samples, taxa_are_rows = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rename the samples of a phyloseq slot — rename_samples","text":"phyloseq_component (required) one otu_table sam_data slot phyloseq-class object names_of_samples (required) vector samples names taxa_are_rows (default FALSE) see ?phyloseq details","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Rename the samples of a phyloseq slot — rename_samples","text":"otu_table sam_data slot new samples names","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Rename the samples of a phyloseq slot — rename_samples","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rename the samples of a phyloseq slot — rename_samples","text":"","code":"otutab <- rename_samples(   data_fungi@otu_table,   paste0(\"data_f\", sample_names(data_fungi)) ) otutab2 <- rename_samples(   clean_pq(data_fungi,     force_taxa_as_rows = TRUE   )@otu_table,   paste0(\"data_f\", sample_names(data_fungi)) ) #> Taxa are now in rows. #> Cleaning suppress 0 taxa and 0 samples. samda <- rename_samples(   data_fungi@sam_data,   paste0(\"data_f\", sample_names(data_fungi)) )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"","code":"rename_samples_otu_table(physeq, names_of_samples)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"physeq (required): phyloseq-class object obtained using phyloseq package. names_of_samples (required) new names samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"matrix new colnames (rownames taxa_are_rows true)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"","code":"rename_samples_otu_table(data_fungi, as.character(seq_along(sample_names(data_fungi)))) #> OTU Table:          [1420 taxa and 185 samples] #>                      taxa are columns #>      ASV2  ASV6  ASV7  ASV8 ASV10 ASV12 ASV13 ASV18 ASV19 ASV22 ASV23 ASV24 #> 1       1     0   767   578     0     0   638    30     0     0     0     0 #> 2      23 26776 10187     9     0     1    20     0     0     0     0     0 #> 3       1     0   263   399     0     0     4     3     0     0     0     0 #> 4     281     0    35   107     0  3186    87    29  2973     0     0     9 #> 5     260     0     0   829     0     0     0  1040     0     0     0     0 #> 6       0     0     0     2     0     0     0     0     0     0     0     1 #> 7       5     0  4215  1341     0     1     0    42     0     0     0     0 #> 8       1     1     0     0     0     0     0     0     0     0     0     0 #> 9       5     0     0     1     0     1     0     0     0     0     0     0 #> 10      5     0     0     3     0     1     0     0     0     0     0     0 #> 11     19     0     0     1  2168     0   108     0     0     0     0     0 #> 12      8     0     0     0    15     0    17     0     1     0     0     0 #> 13      7     0     0     0 14220     0   543     0     0     0     0     0 #> 14      5     0     1     0  1037  1338    46     0     0     0     0     0 #> 15     20     0     0     1   167     0     0     0     0     0     0     0 #> 16      5     0     0     7     0     0   121     0    51     0     0     0 #> 17      3     0     0     2     0     0     2     0     5     0     0     8 #> 18      3     0   539     2     2     0     0     0     4     0     0     0 #> 19      3     0     0     0     0     0     0     0     0     0     0     1 #> 20      7     0     0    36   224     0  1002    44     1     0     0     0 #> 21      5   274   238 11495     0     0   355   111     0     0     0     0 #> 22      0     3     0     0     0     0     0     0     0     0     0     0 #> 23      7     0     0    10     0     1     0     0     0     0     0     0 #> 24      6     0  2884     4   245     0  6337     0     0     0     0     0 #> 25     13     0     0  9741   121     0   142 11963     0     0     0     0 #> 26     11     0     0     0     0     0    18     0     0     0     0     0 #> 27      5     0     0     0    49     0     1     0     0     0     0     0 #> 28     98     0   873   336     0     0     0     7     6     0     0     0 #> 29     39     0  2351    80   269     1   220   630     0     0     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     8     0     0     0 #> 32      0     0     0     0     0     0     0     0     5     0     0     2 #> 33      0     0     0     0     0     0     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     0     0     0     0 #> 35      1     0     0     0     0     0     0     0     0     0     0     0 #> 36      3     0     0     1     0     0     0     0     1     0     0   976 #> 37      7     0     0     6    58     6    10     0     0     0     0     0 #> 38      5     0    21     0     0     0     0     0     0     0     0     0 #> 39      0     0     0     0     1     0     0     0     0     0     0     0 #> 40      0     0     0     2     0     0     0     0     0     0     0     0 #> 41      1     0     0     0     0     0     0     0     0     0     0     0 #> 42     10     0   459     5  3269  9519    70     0     0     0     0     0 #> 43      0     0     0     0     0     0     0     0     0     0     0     0 #> 44      3     1     1     1    13     0    14     0     0     0     0   254 #> 45      1     0     0     1     0     0     0     0     1     0     0  3719 #> 46     19  9876     0     1    20     1     0     0     0     0     0     0 #> 47      5     0   994     8 12292     0    41  1845     0     0     0     0 #> 48      8     0     6     6     0     0     5     0     0     0     0     1 #> 49      2     0     0     1     0     0     3     0   642     0     0  4898 #> 50      4     0   880  1102   676     0   313    39     0     0     0     0 #> 51      0     0     0     1     0     0   251     0     0     0     0     0 #> 52   9409     0     0     1   131     0    89     0     0     0     0     0 #> 53      2     0     0     1     0     0     5     0     0     0     0     0 #> 54      7     2     0     0    52     0    23     0     0  3207     0     0 #> 55      9     0     0     4     0     0     0     0     0     0     0     0 #> 56      1     0     0     0     0     0     0     0     5     0     1    17 #> 57     10     0     0     6     1  3896   812  5685     0     0     0     0 #> 58      1     0     0     0     0     0     0     0  1321     0     0    55 #> 59      4  1990     0     0     0    43     2     0     0     0     0     5 #> 60   2719     0     0     3     0  7550    26     0  8062     0     0     0 #> 61   1201     0     0     2    28     0     0     0  1625     1     0     5 #> 62   2844     0     0     0     0     0    35     0  1070     0     0     0 #> 63     12    10    22    15   582     0  1291     0     0     0     0     0 #> 64     11     0  8964  1052     0     0   263    51     0     0     0     0 #> 65     10     0     0     0     0     0     0     0     0     0     0     0 #> 66      2     0     0     0     0     0     0     0     0     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      6    14     0     9     0     0     0     0    23     0     0  8701 #> 69      3     0     0     0     0     0     0     0     0     0     0     0 #> 70      3  3818     0     0     0     0     0     0     0     0     0     0 #>     ASV25 ASV26 ASV27 ASV28 ASV29 ASV31 ASV32 ASV33 ASV34 ASV35 ASV38 ASV41 #> 1       0   351     0     1     0     0     0     0     0     0     0     6 #> 2       0     0     0     0     0     0     0     0     0     0     9     0 #> 3       0     0     0     0     0     0     0     0   337     0     0     5 #> 4       0     0     0     0     0     0     0     0    31     0   337    22 #> 5       0     0     0     0     0     0     0     0     0     0     0     0 #> 6       0     0     0     0     0     0     0     0     0     0     0     0 #> 7       0     0     0     0     0     0     0     0     0     0     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0     0     0     0     0     0     0     0     8     0     0     0 #> 10      0     0     6     0     0     0     0    19     0     0     0     0 #> 11      0     0     0    78     0     0     0     0     0     0     0     1 #> 12      0     0     0     0     0     0     0     0    16     0   437     0 #> 13      0     0     0     0     0     0     0     0     0     0     0     0 #> 14      0     0     0     0     0     0     0     0   643     0    12     0 #> 15      0     0     0     0     2     0     0     0     0     0     0     0 #> 16      0     0     0     1     0     0     0     0  3019     0     0 10572 #> 17      0     0     0     1     0     0     0     0  2437     0    19     0 #> 18      2     0     0     0     1     0     0     0   153     0   273     0 #> 19      0     0     0     0     0     0     0     0   593     0    37     0 #> 20      0     0     0     1     0   444     0     0     0     0     0     0 #> 21      0     0     0     0     0     0     0     0     0     0    30     2 #> 22      0     0     0     0     0     0     0     0     0     0     0     0 #> 23   9899     0     0     0     0     0     0     0     0     0     1     0 #> 24      0     0     0     0     0     0     0     0    47     0    71     0 #> 25      0     0     0     1     0     0     0     0     0     0     0     0 #> 26      0     0     0     0     0     0     0  7918     0     0     0     0 #> 27      0     0     0     0     0     0     0   171     0     0     0     0 #> 28      0     0     0     2     2     0     0     0     0     0     0     0 #> 29      0     0     0     1     0     0     0     0     0     0     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     0     0     0     0     0     0     0 #> 33      0     0     0     4     0     0     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     1     0     0     0 #> 35      0     0     0     0     0     0     0     0     0     0     0     0 #> 36      0     0     0     0     0     3     0     0     0     0     0     0 #> 37      1     1     0     0     0     0     0     0   949     0   764     0 #> 38     18     0     0     1     0     0   387     0   934     0   680     0 #> 39      0     0     0     0     0     0     0     0     0     0     0     0 #> 40      0     0     0     2     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     0     0     0     0     0     0     0 #> 42      0     0     0     0     0     0     0     0     0     0     0     0 #> 43      0     0     0     2     0     0     0     0     0     0     0     0 #> 44      0     0     0     0     0     0     7     0     0     0  2682     0 #> 45      0     0     0     0     0     0     0     0     0     0     0     0 #> 46      0     0     0     0     0     0     0     0    98     0    37     0 #> 47      0     0     0     0     0     0     0     0     0     0    14     0 #> 48      0 14127     0     0     0     0     0     0     0     0     0     0 #> 49      0     0     0     0     0     0     0     0     0     0     0     0 #> 50      0     0     0     2     0     0     0     0   796     0     0     0 #> 51      0     0     0     0     0     0     0     0     0     0    57     0 #> 52      0     0     0     0     0     0     0     0     0     0     6     0 #> 53      1     0     0     0     0     0     0     0     0     0     0     0 #> 54      0     0     0     1     0     0     0     0     1     0     0     0 #> 55      0     0     0     0     0     0 15403     0   411     0   174     0 #> 56      1     0     0  2527     0     0     0     0     0     0     0     0 #> 57      5     0     0     1     0     0     0     0     4     0     0     0 #> 58      0   106     0     0     0     0     0     0     0     0     0     0 #> 59      0     0     0     3     0     0     0     0     0     0     0     0 #> 60      0   485     0     0     0     0     0     0     0     0     3     0 #> 61     66     0     0     0     0     0     0     0   207     0     3     0 #> 62      0     0     0     1     2     0     0     0     0     0     0     0 #> 63      0     0     0     2     0     0     0     0     2     0     0     0 #> 64      1     0     0     0     0     0     0     0     0     0     0     5 #> 65      0     1     0     0    77     0     0     0     0     0     0     0 #> 66      0     0     0     0     0     0     0     0     0     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0    92     0     0    50     0     0     0     0    19     0     0 #> 69      0     0     0     0     0     0     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV42 ASV43 ASV45 ASV46 ASV47 ASV48 ASV49 ASV50 ASV51 ASV52 ASV53 ASV54 #> 1       0     0     0     0     0     0     0     0     0     0     0     0 #> 2       0     0     0     0     0     0     0     0     0     0     0     0 #> 3       0     0     0     0     0     0     0     0     0     0     0     0 #> 4       0     0     0     0     0     0     0     0     0     0     0     0 #> 5       0     0     0     0     0     0     0     0     0     0     0     0 #> 6       3     0     0     0     0     0     0     0     0     0     0     0 #> 7       0     0     0     0     0     0     0     0     0     0     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0     0   836  1230     0     0     0     0     0     0     0     0 #> 10      0     0     0     0     0     0     0     0     2     0     0     0 #> 11      0     0     0     0     0     0     0     0     2     0     0     0 #> 12      0 11042     0     1     0     0     0     0  1935    84     0     0 #> 13      0     0     0     0     0     0     0     0     0     0     0     0 #> 14      0     0     0     0     0     0     0     0     0     6     0     0 #> 15      0     1     0   589     0     0     0     0    23     0     0     0 #> 16      0     1     0     0     0     0   141     0     0    75     0     0 #> 17      0     0     0  1238     0     0     0     0    58     0     0     0 #> 18      0     0     0     0     0    22     0     0   678     0     0     0 #> 19      0     0     0     0     0     0     0     0     0     0     0     0 #> 20      0    31     0     0   315     0     0     0     0     0     0     0 #> 21      0     0     0     0     0     0     0     0     0     0     0     0 #> 22     46     0     0     0     0     0     0     0     0     0     0     0 #> 23  12194     0     0     0     0     0     0     0     0     0     0     0 #> 24      0     0     0     0     0     0     0     0     0     0     0     0 #> 25      0     0     0     0     0     0     0     0     0   176     0     0 #> 26      0     0     0     0     0     0     0     0     0     0     0     0 #> 27      0     0  9779     0     0     0     0     0     0     2     0     0 #> 28      0     1     0     0     0     0     0     0     0     0     0     0 #> 29      0     2     0     0     0     0     0     0     0     5     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     0     0     0     0     0     0     0 #> 33      0     0     0     0     0     0     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     0     0     0     0 #> 35      0     0     0     0     0     0     0     0     0     0     0     0 #> 36      0     0     0     0     0     0     0     0     0     0     0     0 #> 37      0     0     0     0     0     0     0     0     1     2     0     0 #> 38      0     0     0     0     0     0     0     0     0     0     0     0 #> 39      0     0     0     0     0     0     0     0     0     0     0     0 #> 40      0     0     0     0     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     0     0     0     0     0     0     0 #> 42      0     0     0     0     0     0     0  9288  4385     0     0     0 #> 43      0     0     0     0     0     0     0     0     0     0     0     0 #> 44      0     0     0     0     0     0     0     0    71     0     0     0 #> 45      0     0     0     0     0     0     0     0   569     0     0     0 #> 46      0     0     0     0     0     0     0     0     0     0     0     0 #> 47      0     0     0     0     0     0     0   890     0   221     0     0 #> 48      0     0     0     0     0     0     0     0     0   102     0     0 #> 49      0     0     0     0     0     0     0     0     0     0     0     0 #> 50      0     0     0     0     0     0     0     0     0     6     0     0 #> 51      0     0     0     0     0     0     0     0  1894     0     0     0 #> 52      0     0     0     0     1     0     0     0     0     1     0  9895 #> 53      0     1     0     0     0     0  8927     0     0     0     0     0 #> 54      0     1     0     0     0     0     0     0     0     0     0     0 #> 55      0     0     0     0     0     0     0     0     0     0     0     0 #> 56      0     0     0     0     0     0     0     0     0     0     0     0 #> 57      0     0     0     0     0     0     0     0     0     0     0     0 #> 58      0     0    14     0     0     0     0     0     0     0     0     0 #> 59      0     0     0     0     0     0     0     0     0     0     0     0 #> 60      0     0     1     0     2     0     0     0     0     0     0     0 #> 61      0     4     0     0     0     0     0     0   431     0     0     0 #> 62      0     0     0     0     0     0     0     0     0     0     0     0 #> 63      2     0     0     0     0     0     0     0     0    95     0     0 #> 64      0     0     0     0     0     0     0     0     0     0     0     0 #> 65      0     0     0     0     0     0     0     0     0     0     0     0 #> 66      0     0     0     0     0     0     0     0     0     1     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0     0     3     0     0     0  1143     0     0     0     1     0 #> 69      0     0     0     0     0     0     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV55 ASV56 ASV57 ASV58 ASV59 ASV60 ASV61 ASV62 ASV63 ASV64 ASV65 ASV67 #> 1       0     0     0     0     0     0     0     0     0     0     0     0 #> 2       0     0     0     0     0     0     0     0     0     0     0     0 #> 3       0     0     0     0     0     0     0     0     0     0     0     0 #> 4       0     0     0     0     0     0     0     0     0     0     0     1 #> 5       0     0     0     0     0     0     0     0     0     0     0     0 #> 6       0     0     0     0     0    21     0     0     0     0     0     0 #> 7       0     0     0     0     0     0     0     0     0   116     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0    66     0     0     0     0     0   498     0     0  8505     0 #> 10      0     0     0     0     0     0     0     0     0  8187     0     0 #> 11      0    16     0     0     0    53     0     0     0     0     1     0 #> 12     11     0    67     0     0     0     0     0     0     0     0     0 #> 13      0     0    55     0     0     9     0     0     0     0     0     0 #> 14     47     0     0     0     0     0     0     0     0     0     0     0 #> 15      0     0     0     0     0     0     0     0     0     0    18     0 #> 16      0     0     0     0     0     0     0     0     0     0     0     0 #> 17      0     0    36     0     0     0     0     0     0     0     7     0 #> 18      0     0   105     0     0     0     0     0     0     0    15     0 #> 19      0     0    11     0     0     0     0     0     0     0     0     0 #> 20      0     0     0     0  1207     0     0     0     0     0     0     0 #> 21      0     0     0     0     0     3     0     0     0     0     0     0 #> 22      0     0     0     0     0     0     0     0     0     0     0     0 #> 23      0     0     4     0     0     0     0     0     0     0     0     0 #> 24      0    27     1     0     0     0     0     0     4     0     0     0 #> 25      0    42     0     0     0     0     0     0     0     0     0     0 #> 26      0    12     0     0     0    13     0     0     0     0     0     0 #> 27      1   479     0     0     0     1     0     0     0     0     0     0 #> 28      1     0     0     0     0     0     0     0     0     0     1     0 #> 29      3     0     0     0     0     0     0     0     0     0     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     2     0     0     0     0     0     0 #> 33      0     0     0     0     0     4     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     0     0     0     0 #> 35      0     0     0     0     0     0     0     0     0     0     0     0 #> 36      0     0     0     0     0     4     0     0     0     0     0     0 #> 37      0     1     0     1     0     0  8066     0     0     0     0     0 #> 38      0     0    41     0     0     0     0     0     0     0     0     0 #> 39      0     0     0     0     0     1     0     0     0     0     0     0 #> 40      0     0     0     0     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     1     0     0     0     0     0     0 #> 42      0     0    34     0     0     0     0     0     0     0     0     0 #> 43      0     0     0     0     0     8     0     0     0     0     0     0 #> 44      0     0     6     0     0     0     0     0     0     0     0     0 #> 45      0     0     0     0     0     0     0     0     0     0     0     0 #> 46      0     0    29     0  3216     0     0     0     0     0     0     0 #> 47      0     0     0     0     0    11     0     0     0     0     0     0 #> 48      0    13     0     0     1    24     0     0     0     0     0     0 #> 49      9     0    46     0     0     0     0     0     0     0     0     0 #> 50      0     0     0     0     0     4   706     0     0     0     0     0 #> 51      0     0     0     0     0     0     0     0     0     0     0     0 #> 52      0    35     0     0     0     0     0     0     0     0     1     0 #> 53      0  7868     0     0     0     0     0     0     0     0     0     0 #> 54      0    28     5     0     0     8     0     0     0     0     0     0 #> 55      0     0     0     0     0     0     0     0     0     0     0     0 #> 56      0     0     0     0     0    21     0     0     0     0     0     0 #> 57      1     0    66     0     0     0     0     0     0     0   131     1 #> 58      0     0     0     0     0     0     0     0     0     0     0     0 #> 59      0     0     0     0     0     0     0     0     0     0     0     0 #> 60      0     0     0     0     0     0     0     0     0     0     0  6570 #> 61   9306    33     0     0     0     0     0     0     4     0     0     0 #> 62      0     0     0     0     0     0     0     0     0     0     0     0 #> 63      0     0     0     0     0     0     0     0     0     0     0     0 #> 64      0     0     0     0     0     0     0     0     0     0     0     0 #> 65      0     0     0     0     0     0     0     0     0     0     0     0 #> 66      0     0     0     0     0     0     0     0     0     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0     0     0   177     0    45     0     0     0     0     0     0 #> 69      0     0     0     0     0  6993     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV68 ASV69 ASV70 ASV71 ASV72 ASV75 ASV77 ASV78 ASV79 ASV80 ASV81 ASV82 #> 1       0     0     0     0     0     0     0     0     0     0     0     0 #> 2       0     0     0     3     0     0     0     0    12     0     0     0 #> 3       0     0     0     0     0     0     0     0     0     0     0     0 #> 4       0     0     0    58     0     0     0     0     0     0     0     0 #> 5       0     0     0     0     0     0     0     0     0     0     0     0 #> 6       0     2     0     0     0     0     0     0     0     0     0     0 #> 7       0     0     0     0     0     0     0     0     0     0     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0     0     0     0     0     0     0     0     0     0     0     0 #> 10      0     0     0     0     0     0     0  6005     0     0     0     0 #> 11      0     3     0    52     0     0     0     0     0     0     0     0 #> 12      0     0     0     1     0     0     0     0     0     0     0     0 #> 13      0     0     0     0     0     0     0     0     0     0     0     0 #> 14      0     0     0     0     0     0     0     0     0     0     0     0 #> 15      0     0     0     0     0     0     0     0     0     0     2     0 #> 16      0     0   315   182     0     0     0     0     0     0     0     0 #> 17      0     0     0    18     0     0     0     0     0     0     0     0 #> 18      0    10     0    48     0     0     0     0     0     0     0     0 #> 19      0     0     0     4     0     0     0     0     0     0     0     0 #> 20      0     0     2    53     0     0     0     0     0     0     4     0 #> 21      0     0     0    11     0     0     0     0    16     0     0     0 #> 22      0     0     0     0     0     0     0     0     0     0     0     0 #> 23   8414     0     0     0     0     0  7817     0     0     0     0     0 #> 24      0     4     0  2827   290     0     0     0     0    25     0     0 #> 25      0     0     0     0     0     0     0     0     0     0     0     0 #> 26      0     0     0     0     0     0     0     4     0     0     0     0 #> 27      0     0     0     0     0     0     0     0     0     0     0     0 #> 28      0    97     0     0     0     0     0     0     0     0     8     0 #> 29      0     0     0     1     0     0     0     0     0     0     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     0     0     0     0     0     0     0 #> 33      0     0     0     0     0     0     0     0     0     0     0     0 #> 34      0  2836     0     0     0     0     0     0     0     0     0     0 #> 35      0    38     0     0     0     0     0     0     0     0     0     0 #> 36      0     0     0     0     0     0     0     0     0     0     0     0 #> 37      0     0     0     8     0     0     0     0     3     0     0     0 #> 38      0     0     0     0     0     0     0     0     0     0     0     0 #> 39      0    14     0     0     0     0     0     1     0     0     0     0 #> 40      0     2     0     0     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     0     0     0     0     0     0     0 #> 42      0     1     0     7     0     0     0     0     0    45    74     0 #> 43      0     0     0     0     0     0     0     0     0     0     0     0 #> 44      0     0     0    19     0     0     0     0     0     0     0     0 #> 45      0     0     0     0     0     0     0     0     0     0     0     0 #> 46      0     0     0     0     0     0     0     0     0     0     0     0 #> 47      0     0     0    49     0     0     0     0     0     0     0     0 #> 48      0     0     0     0     0     0     0     0     0     0     0     0 #> 49      0     0     0     0     0     0     0     0     0     0     0     0 #> 50      0     0     0  1145     0     0     0     0     0     0     0     0 #> 51      0     0     0     0     0     0     0     0     0     0     0     0 #> 52      0     0     0     0     0     0     0     0     0     0     0     0 #> 53      0     0     0     0     0     0     0     0     0     4    37     0 #> 54      0     0     0    75     0     0     0     0     0  5961  7341     0 #> 55      0     0     0     0     0     0     0     0     0     0     0     0 #> 56      0     0     0     0     0     0     0     7     0     0     0     0 #> 57      0     0     0   459     0     0     0     0     0     0     0     0 #> 58      0     0     0     0     0     3     0     0     0     0     0     0 #> 59      0     0     0     0     0     0     0     0     0     0     0     0 #> 60      0     0     0   322     0     0     0     0     0     0     0     0 #> 61      0     0     0    16   308     0     0     0     0     5     3     0 #> 62      0     0     0    19     0     0     0     0     0     0     0     2 #> 63      0     0     0   271     0     0     0     1     0     4     3     0 #> 64      0     1     0     0     0     0     0     0     0     0     0     0 #> 65      0     0     0     0     0     0     0     0     0     0     0     0 #> 66      0     2     0     0     0     0     0     0     1     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0     0     0     0     0     0     0     0     0     0     0     0 #> 69      0     0     0     0     0     0     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV83 ASV84 ASV85 ASV87 ASV89 ASV90 ASV91 ASV92 ASV93 ASV94 ASV95 ASV96 #> 1       0  7302     0     0     0     0     0     0     0   153     0     0 #> 2       1     0     0     0     0     0     0     0     0     0     0     0 #> 3      84     0     0     0     0     0     0     0     0    43     0     0 #> 4       0     0    55     0     0     0     0     0     0     8     0     4 #> 5       0     0     0     0     0     0     0     0     0     0     0    75 #> 6       0     0     0     0     0     0    12     0     0     0     0     2 #> 7       0     0     0     0  1179     0     0     0     0   474     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0     0     0     0     0     0     0     0     0     0     0     0 #> 10      0     0     0     0     0     0     0     0     0     0     0     0 #> 11      0     0     0     0   144     0     0     0     0     0     0   269 #> 12      0     0     0     1     0     0     0     0     0     0     0     0 #> 13     50     0     0     0    91     0     0     0     0     0     0     0 #> 14      1     0     0     0     0    50     0     0     0     0     0     0 #> 15      0     0     0     0     8     0     0     0     0     0     0     1 #> 16      0     0     0     0     0     0     0     0     0     0     0     0 #> 17      0     0    19     0     0     0     1     0     0     0     0     0 #> 18      0     0     0     0     0     0     0     0     1     0     1    28 #> 19      0     0   297     0     0     0     0     0     0     0     0     0 #> 20      0     0     0     0     7     0     0     0     0     0     0     0 #> 21      3     0     0     0     0     0     0     0     0   169     0     0 #> 22      0     0     0     0     0     0   187     0     0     0     0     0 #> 23      0     0     0     1     0     1     0     0     0     0     0     2 #> 24     45     0     0     0    12     6     0     0     0     0     0     0 #> 25    157     0     0     0     0     0     0     0     0     0    10    42 #> 26      0     0     0     0     5     0     0     0     0     0     0    36 #> 27      0     0     0     0     7     0     0     0     0     0     3   992 #> 28      0     0     0     0     0     0     0     0     0    68     3    94 #> 29    152     0     0     2     0     0     0     0     0   374     1     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     2 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     0     0     0     0     0     0     0 #> 33      0     0     0     0     0     0     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     0     0     1     0 #> 35      0     0     0     0     0     0     0     0     0     0     0    66 #> 36      0     0     0     0     0     1     0     0     0     0     0     0 #> 37      0     0  6715     0     4     0     0     0     0     0   199     0 #> 38      0     0     0    87     0     0     0     0     0     0     0     0 #> 39      0     0     0     0     0     0     0     0     0     0     0    18 #> 40      0     0     0     0     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     0     0     0     0     0     0     0 #> 42      1     0     0     0     0     0     0     0     0     0     3    12 #> 43      0     0     0     0     0     0     0     0     0     0     0     0 #> 44     21     0     0     0     0    14     0     0     0     0     0     0 #> 45      0     0     0     0     0     0     0     0     0     0     0     0 #> 46      0     0     0   385     0     7     0     0     0     0     0     0 #> 47      0     0     0     0     0     0     0     0     0   461     0     0 #> 48   1462     0     0     0     0     0     0     0     0     0     0    25 #> 49      0     0     0     0     0     1     0     0     0     0     0    14 #> 50   1360     0     0     0     1     0     0     0     0   225     3    17 #> 51      0     0     0     0     0     0     0     0     0     0     0     0 #> 52      0     0     0     0    18     0     0     0     0     0     9     2 #> 53      0     0     0     0     0     0     0     0     0     0     0     0 #> 54    363     0     0     0     0    59     0     0     0     0    97    76 #> 55      0     0     0  3144     0     0     0     0     0     0     0     0 #> 56      0     0     0     0     0     0     0     0     0     0  1337     9 #> 57      0     0     0  1496     0    28     0     0     0     0     1     1 #> 58      0     0     0     0     0     0     0     0     0     0     0     0 #> 59      0     0     0     0     0   133     0     0     0     0   149     0 #> 60      0     0     0     0     0     0     0     0     0     0     0     0 #> 61      0     0     0     0   702   230     0     0     0     0     1     8 #> 62      0     0     0     0     0     7     0     0     0     0     0     0 #> 63     70     0     0     0     0     9     0     0     0     2     0     0 #> 64      0     0     0     0     0     0     0     0  5885   862     2     0 #> 65      0     0     4     0     0     0     0     0     0     0     0    14 #> 66      0     0     0     0     0     0     0     0     0     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0     0     0     0     0     0     0     0     0     0     0   168 #> 69      0     0     0     0     0     0     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV98 ASV99 ASV100 ASV101 ASV103 ASV104 ASV105 ASV106 ASV107 ASV108 ASV109 #> 1       0     0      0      0      0      0      0      0      0      0      0 #> 2       0     0      0      0      0      0      0      0      0      0      0 #> 3       0     0      0      0      0      0      0      0      0      0      0 #> 4       0     0      0      0      0      0      0      0      0      0     36 #> 5       0     0      0      0      0      0      0      0      0      0      0 #> 6       0     0      0      0      0      0      0      0      0      0      0 #> 7       0     0      0      0      0      0      0     11      0      0      0 #> 8       0     0      0      0      0      0      0      0      0      0      0 #> 9       0     0      0      0      0      0     68      0      0      0      0 #> 10      0     0      0      0      0      0      0      0     50      0      0 #> 11      1     0      0      0      0      0      0      0      0      0      0 #> 12      0     0      0      0      0      0      0      0      0      0     16 #> 13      0     0      0   4669      0      0      0      0      0      0     81 #> 14     26     0      0      0      0      0      0      0   1632      0   1490 #> 15      0     0      0      0      0      0      0      0      0      0      0 #> 16      0     0      0      0      0      0      0      0      0      0      0 #> 17      0     0      0      0      0      3      0      0      0      0      0 #> 18     12     0      0      0      0      0      0      0      0      0      0 #> 19      0     0      0      0      0      0      0      0      0      0      0 #> 20      0     0      0      0      0      0      0      0      0      0      0 #> 21      0     0      0      0      0      0      0      0      0      0    169 #> 22      0     0      0      0      0      0      0      0      0      0      0 #> 23      0     0      0      0      7      0      0      0      0      0      0 #> 24      0     0      0      0      0      0      0      0      0      0    682 #> 25      0     0      0      0      0      0      0     25      0      0      0 #> 26      0     0      0      0      0      0      0      0      0      0      0 #> 27      0     0      0      0      0      0      0      0      0      0      0 #> 28      0     0      0      0      0      0      0      0      0      0      0 #> 29      0     0      0      0      1      0      0      0      0      0      0 #> 30      0     0      0      0      0      0      0      0      0      0      0 #> 31      0     0      0      0      0      0      0      0      0      0      0 #> 32      0     0      0      0      0      0      0      0      0      0      0 #> 33      0     0      0      0      0      0      0      0      0      0      0 #> 34      0     0      0      0      0      0      0      0      0      0      0 #> 35      0     0      0      0      0      0      0      0      0      0      0 #> 36      0     0      0      0      0      0      0      0      0      0      0 #> 37      0     0      0      0      0      0      0      0      0      0      0 #> 38      0     0      0      0      0      0      0      0      0      0     37 #> 39      0     0      0      0      0      0      0      0      0      0      0 #> 40      0     0      0      0      0      0      0      0      0      0      0 #> 41      0     0      0      0      0      0      0      0      0      0      0 #> 42      0     0      0      0      0      0      0      0      0      0      2 #> 43      0     0      0      0      0      0      0      0      0      0      0 #> 44      0     0      0    646      0      0      0      0      0      0      0 #> 45      0     0      0      0      0      0      0      0      0      0      0 #> 46      0     0      0      0      0      0      0      0      0      0      0 #> 47      0     0      0      7      0      0      0      0      0      0      0 #> 48      0     0      0      0      0      0      0      0      0      0     13 #> 49      0     0      0      0      0      0      0      0      0      0      0 #> 50      0     0      0      0      0      0      0      0      0      0    369 #> 51      0     0      0      0      0      0      0      0      0      0      0 #> 52      0     0      0      0      0      0      1   5043      0      0      0 #> 53      0     0      0      0      0      0      0      0      0      0      0 #> 54      0     0      0      0      0      0      1      0      0      0      9 #> 55      0     0      0      0      0      0      0      0      0      0      0 #> 56      0     0      0      0      0      0      0      0      0      0      0 #> 57      0     0      0      0      0      0      0      0      0      0    610 #> 58      0     0      0      0      0      0      0      0      0      0      0 #> 59      0     0      0      0      0      0      0      0      0      0      0 #> 60      0     0      0      0      0      0      0      0      2      0      0 #> 61      1     0      0      0      0      0      0      1      0      0      0 #> 62      0     0      0      0      0      0      0      0      0      0      0 #> 63      0     0      0      0      0      0      0      1      0      0      0 #> 64      0     0      0      0      0      0      0     26      0      0      0 #> 65      0     0      0      0      0      0      0      0      0      0      0 #> 66      0     0      0      0      0      0      0      0      0      0      0 #> 67      0     0      0      0      0      0      0      0      0      0      0 #> 68      0     0      0      0      0      0      0      0      0      0      1 #> 69      0     0      0      0      0      0      0      0      0      0      0 #> 70      0     0      0      0      0      0      0      0      0      0      0 #>     ASV111 ASV112 ASV113 ASV115 ASV116 ASV118 ASV119 ASV120 ASV121 ASV122 #> 1        0      0      0      1      0      1      0     95      0      0 #> 2        7      0      4      0      1      0      0      0      0      0 #> 3        0      0      0      0      0      0      0     28      0      0 #> 4        0      2      0     16      0      0      0      7     53      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      4      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0    364      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0     14      0      0      0      0      0      0      0 #> 11       0      0     83      0      0      3      0      0      0      0 #> 12       0      6      0      9      0      0      0      0      0      0 #> 13       0      9      0      0      0      0      0      0      8      0 #> 14       0      3      0      0      0      0      0      0    508      0 #> 15       0      0      2      0      0      0      0      0      0      0 #> 16       0     41      0    201      0      0      0      0      0      0 #> 17      37      0      0   1019      0      0      0      0      0      0 #> 18       0      2     11   1417      0      0      0      0      0      0 #> 19       0      0      0    423      0      0      0      0      0      0 #> 20       0      5      0      4      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0    101    167      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      1      0      0      0      0      0      0 #> 24       0     14      0      0      0      0      1      0    128      0 #> 25       0      0     52      0      0      0   4556      0     14      0 #> 26       0      0      0      0      0      8      0      0      0      0 #> 27       0      0    504      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0     69      0      0 #> 29       0      3      0     96      1      0      0    267    487      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0     21      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0   1141      0      0      0      0      0 #> 37       0     28      0     45      0      0      0      0      4      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0     13      0      0      0      0      0      1      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0    139      0      0      0      0      0      0 #> 47       0     20      0      0      0      0      0    258     83      0 #> 48       0      6      0      0      0      0      0      0   1431      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0    408      0     19      0      0      1    141   1011      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      2      0      5      1      0      0      0      0      0 #> 53       0      0      1      0      2      0      0      0      0      0 #> 54       0      6   2504      4      0      0      0      0     10      0 #> 55    4837      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0   1134      0      0      0      0      0 #> 57       0     50      0     11      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      2      0      0      0      0 #> 60       0      0      0      0      0      0      0      0     21      0 #> 61       0      2      2      0      0      0      0      0      0      0 #> 62       0   2517      0     53      0      0      0      0      0      0 #> 63       0     22      8     21      0      0      2      4     37      0 #> 64       0      0      1      0      0      0      0    976      0      0 #> 65       0      0      0      0      0     20      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV124 ASV126 ASV127 ASV128 ASV129 ASV130 ASV131 ASV132 ASV133 ASV135 #> 1        0      2      0    130      0      0      0      0      0      0 #> 2        0      0      0      0      0      6      0      0      0      0 #> 3        0      0      0     36      0     75      0      0      0      0 #> 4        0      7      0      9      0     49      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0    353      0      0      0     35      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      1 #> 11       0      1      0      0      0      0      0     22      0      0 #> 12       0     24      0      0      0      0      0      0      0      0 #> 13       0      1      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0     62      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0    235      0      0      0 #> 18       0      0      0      0      0      0   2751      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      7      0      0      0      0      0      7      0      0 #> 21       0      6      0    317      0      0      0      2      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       1      0      0      0      0      0      0      0      0      0 #> 24       0   2065      0      0      0   2385      0      4      0      0 #> 25       0      0      0      0      0      0      0    116      0      0 #> 26       0      0      0      0      0      0      0     12   3949      0 #> 27       0      0      0      0      0      0      0    551      0      0 #> 28       0      0      0     51      0      0      0      0      0      0 #> 29       0      0      0      0      0    181      0      0      0      0 #> 30       0      0      0      0      2      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0    122      0      0      0      0      0 #> 34       0      0      0      0      7      0      0      0     74      0 #> 35       0      0      0      0      0      0      0      0     21      0 #> 36       0      0      0      0      6      0      0      0      0      0 #> 37       0      0      0      0   1696     25    877      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0    127      0      0      0      0      0 #> 42       6     18      0      0      2      1      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0    199      0      0      0      0 #> 47       0     13      0      0      0    342      0      0      0      0 #> 48       0      0      0      0      0     50      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0    167      0    186      0     83      0      6      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      3      0      0 #> 53       0      0      0      0      0      0      0      7      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      8      0      0 #> 57       0    226      0      0      0    658      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0     12      0      2      0      0      0      0      0      0 #> 64       0      0      0    560      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      5 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV136 ASV137 ASV138 ASV139 ASV142 ASV143 ASV144 ASV145 ASV146 ASV147 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0   3242      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0    141      0      0      0      0      0      0 #> 13       0      6      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0    672      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0     26      0      0      0      0      0      0 #> 17       0      0    652      0      0      0      0      0      7      0 #> 18       0      0      0      0      0      0   2924      0      0      0 #> 19       0      0      0      0      0      0      0      0     53      0 #> 20       0      0      0   1889      0      0      0      0      0      0 #> 21       0      0      0     13      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      5      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0     11      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0     10 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0     12      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       3      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      2      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0     49      0 #> 45    1764      0      0      0      0      0      0      0      0      0 #> 46       0    129      0      0      0      0      0      0    858      0 #> 47       0      0      0      8      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      9      0     14      0      0      0      0      0      0 #> 50       1      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      5      0     45      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      1      0      0      0      0 #> 57       0     25      0      0      0      0      0      0    760      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0     31      0      0      0      0      0      0      0      0 #> 61       0      5      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      3      0      0      0      0      0      0 #> 64       0      0      0     18      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0    248      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0    743      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV148 ASV149 ASV150 ASV151 ASV152 ASV153 ASV154 ASV157 ASV158 ASV159 #> 1        0      0      0      0      0      0      0      0     48      0 #> 2        0    151      0      0      0      0      0      0      0      0 #> 3        0     37      0      0      0      0      0      0     11      0 #> 4        0     11      0      0      0      0      4      0     10      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0    224      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0     13      0      0      0      0      0      0 #> 10       0      0      0      0      0      1      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      1      0      0      0      0      0     32 #> 13       0      2      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0     14 #> 15       0      0      0      1      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0    114 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      1      0      0      0      0      6      0      1      0 #> 21       0      9      0      0      0      0      8      0     95      0 #> 22       0      0      0      0      0      0      0      7      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0     11      0      0      0 #> 25       0      0      0      0      0      0      2   2826      0    259 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      1      0      0     37      0 #> 29       0      0      0      0      0      0     81      0    386      7 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0    126      0      0      0      0 #> 37       0      2      0      0      0      0      0      0      0      6 #> 38       0      1      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      1      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      5      0     19      0      0      0      0 #> 47       0      0      0      0      0      0    301      0    472    265 #> 48       0      0      0      0      0      0      0      0      0    119 #> 49       0      0      0      0      0   3119      0      0      0      0 #> 50       0    541      0      0      0      0    175      0     95     11 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0     65      0      0      0      0      0      0 #> 54       0     15      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0     41      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0    281      0      0      0      0      0      0 #> 62       0    370      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      1      0      1    107 #> 64       0   1767      0      2      0      0      0      0    437      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      1 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      3      0      0      1      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV162 ASV163 ASV164 ASV166 ASV167 ASV168 ASV170 ASV171 ASV172 ASV173 #> 1        0      0      0    270      0      0    104      0      0      0 #> 2        0      0      0     68     79      0      0      0      0      0 #> 3        0      0      0      0      0      0     22      0      0     33 #> 4        0      0      0     48    201      0      4      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0     11      0      0      0      0      0      0      0 #> 7        0      0     17     32      0      0    218      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        2      0      0      0      0      0      0      0      0     63 #> 10       0      0      0      0      0   2877      0      0      0      0 #> 11       0      3      4     34      0      0      0      0      0      0 #> 12       0      0      0     90     11      0      0      0      0      8 #> 13       0      0      0     53      0      0      2      0      3      0 #> 14       0      0      0    164    171      0      0      0     21      0 #> 15     985      0      0     24      0      0      0      0      5      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17    2068      0      0      3      0      0      0      1      0      0 #> 18       0      0      0     35      0      0      0      0      0      0 #> 19       0      0      0      0     30      0      0      0      0      0 #> 20       0      0      2      4      0      0      0      0    255      0 #> 21       0      0      7     12      0      0    269      0      0      0 #> 22       0      0      0      0      0      0      0      0      3      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0     98      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0     10      0 #> 26       0      0     32      0      0      0      0      0    145      0 #> 27       0      0     14      0      0      0      0      0    462      0 #> 28       0      0     48      0      0      0     47      0    393      0 #> 29       0      1      0      1      5      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      4      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0    797      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      2      0      0      0      2      0 #> 37       0      0      0      3      4      0      0      0      0      0 #> 38       0      0      0      0      0      0      0     55      0      0 #> 39       0      0      2      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      8      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      4      0      0      0      0      0      9 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0     16      0      0      0      0      0 #> 47       0      0      0      4      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      4     21      0      0      0      0      0 #> 50       0      0      0      0      0      0    141      0      0    322 #> 51       0      0      0      0      0      0      0      0      3      0 #> 52       0      0      0      4      0      0      0      0      2      0 #> 53       0      0      0      0      0      0      0      0    236      0 #> 54       0      0      0      5      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      2      0      0      0      0      0    308      0 #> 57       0      0      0     24     81      0      0      0      0      0 #> 58       0      0      0    493      0      0      0      0      0      0 #> 59       0      0      1      1      0      0      0    441     35      0 #> 60       0      0      0     61      0      0      0      0     19     10 #> 61       0      0      0      1      0      0      0      9      5   2353 #> 62       0      0      0      0      6      0      0      0      7      0 #> 63       0      0      0     25      0      0      2      0      0      0 #> 64       0      0      0      0      9      0    260      0      3      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0     86      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      2      0      0 #> 68       0      0      0     11      0      0      1      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV175 ASV176 ASV178 ASV179 ASV181 ASV182 ASV183 ASV186 ASV187 ASV189 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      1      0    128 #> 3        0      0      0      0      0      0      0     16      0     11 #> 4        0      0    292      0      0      0      0      0      1      2 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      3      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9     1295      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      3      0 #> 12      73      0      0      0      1      0      0      0      5      0 #> 13       0      0      0      0      3      0      0     28      3      1 #> 14       0      0      0      0     12      0      0      0     21      0 #> 15     165      0      0      0      0      0      0      0      0      0 #> 16       0      0     10      0      0      0      0      0      8      0 #> 17     383      0      4      0      0      0      0      0      1      0 #> 18      15      0      2      0      0      0      0      0      0      0 #> 19       2      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0   2175      0      0      0    106      0 #> 21       0      0      0      0      0      0      0      0      1      4 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      1      1      0      0      0 #> 24       0      0      0      0      0     10      0     24     24      0 #> 25       0      0      0      0     12      0      0     76    868      0 #> 26       0      0      0      0      0      0      0      0      5      0 #> 27       0      0      1      0      0      0      0      0      7      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0     67      0      2 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      1      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0    238      4 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0     39      0      1     24      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44      42      0      0      0      0      0      0      7      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       7      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      5      0      0      0      0      0 #> 48       0      0      0      0     54      0      0    465      2      0 #> 49       0      0     57      0      0      0      0      0      0      0 #> 50       0      0      0      0      5      0      0    423     12    310 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       8      0      0      0      0      0      0      0     78      0 #> 53       0      0      0      0      0      0      0      0    175      0 #> 54       0      0      0      0      0   1617      0    110      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      2      0      0      0      0      0      0      0 #> 57      12      0      0      0      0      0      1      0      0      0 #> 58       0      0     67      0      0      0      0      0      0      0 #> 59       0      3      0      0      0      0      0      0      0      0 #> 60       0      0   1215      0      0      0      0      0     10      0 #> 61       0      1    465      0      0      5      0      0      3      0 #> 62       0      0    221      0      0      0      0      0      3    209 #> 63       0   2409      0      0      0      2      0     22      1      0 #> 64       0      0      0      0      0      0      1      0    215   1485 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      1      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV190 ASV192 ASV193 ASV194 ASV195 ASV196 ASV197 ASV198 ASV199 ASV201 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      1      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      1      0      0      0      0      0     12      0 #> 12       0      0      0      0      0      0      0      0      0   1784 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      1 #> 16       0      0      0      0      0      0      0      0      1      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      5      0      0      0 #> 19       0      0      0      0      2      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      6 #> 21       0      0      0      0      0      0      0    260      0      0 #> 22       0      0      0    691      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      1 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      3      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0     21      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0   1861      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      2      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0    254      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      3      9      1      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      2      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0   2277      0      0      0 #> 54       0      0      0      0      0      0      0      0     20      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0     13      0      0      0      0      0      0      0      1 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      1      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      3      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      1      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0   2122      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      6      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV202 ASV203 ASV205 ASV207 ASV208 ASV209 ASV210 ASV211 ASV212 ASV214 #> 1        0      0      0      0      0     52      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0    195 #> 3        0      0      0      0      0     13      0      0      0      9 #> 4     2283      0      0      0      0      2      0      0      0      8 #> 5        0      0      0      0      0      0      4      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0    197      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0     33      0      0 #> 10       0      3      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      7      0      0 #> 12       5      0      0      0      0      0      0      3      0      0 #> 13       0      0      0      0      0      0      0      0      0      4 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      1      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      4      0      2 #> 21       0      0      0      0      0    135      0      0      0      7 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0     11      0      0 #> 28       0      0      0      0    400     27      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0   2072      5 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      2      0      0 #> 43       0      0      0      0      0      0      2      0      0      0 #> 44       0      0      0   2186      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      4      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0    112      0      0      0    302 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      6      0      1 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      1      0      2 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0    215 #> 63       0      0      0      0      0      1      0      1      0      0 #> 64       0      0      0      0      0    283      0      0      0    763 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0    140      0      0      0      0      9      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV215 ASV216 ASV217 ASV219 ASV221 ASV222 ASV223 ASV224 ASV226 ASV227 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0     18      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0     39      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0   1961      0      0      0      0     56      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      6      0   1927      0      0      0      0      0 #> 12       0      5      1      0      0      0      0      0      0      0 #> 13       0      4      0      0      0      0      0      0      0      0 #> 14       0    803      4      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0    545      0      0      0      0      0      0      0      0 #> 17       0      0      0      1      0      0      0      0   1408      0 #> 18       0      0      0      1      0      0    298      0      0      0 #> 19       0      0      0      0      0      0      2      0      0      0 #> 20       0      0    140      0      0      0      0      0      0      0 #> 21       0      0     31      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     71      0      0      0      0      0      0      0 #> 25       0      0    386      0      0      5      0      0      0      0 #> 26       0      0      2      0      0      0      0      0      0      0 #> 27       0      0      2      0      0      0      0      0      0      6 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0     15      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0     36 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      9    225      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      1     87      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0     13 #> 44       0    117      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0   1883      0      0      0      0 #> 46       0      8      0      0      0      0      0      0      0      0 #> 47       0      6      0      0      0      0      0      0      0      0 #> 48       0     37      1      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      3      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      4     31      0      0      0      2    312      0      0 #> 53       0      0     19      0      0      0      0      0      0      0 #> 54       0     13      0      0      0      0     24      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57    2023      1      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      1      0      0      0     61      0      0      0 #> 60       0      0      2      0      0      0      0      0      0      0 #> 61       0      0      1      0      0      0    633      0      0     24 #> 62       0      0      0      0      0      0     67      0      0   1684 #> 63       0      0      0      0      0      0      0      0      0     59 #> 64       0      0     28      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      1      0      0      0      0      3 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV228 ASV229 ASV230 ASV231 ASV233 ASV234 ASV235 ASV237 ASV238 ASV239 #> 1        0      0      0      0      0      7      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      5      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      7      0      2      0      2 #> 12       0      2      0      0      0     16      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      1      0     15      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16     242      0      0      0      0      5      0      0      0      0 #> 17       0      0      0      0      2      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      6      0      0 #> 19       0      0      0      0     30      0      0      0      0      0 #> 20       0      0      0      0      0    252      0      0      0      0 #> 21       0      0      0      0      0      1   1741      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0     50      0      0      0      0 #> 25       0      0      0      0      0      3      8      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      1      4      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0     94      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      1      0      0      0     17 #> 43       0      0      0      0      0      0      0      0      6      0 #> 44       0      0      0      8    144      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0    471      0      0      0      0      0 #> 47       0      0      0      0      0      0      3      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      7      0      0      0      0 #> 52       0      0      0      0      0      2      3      0      0     12 #> 53       0      0      0      0      0      0      0    238      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0   1145      0      0      0      0      0      0 #> 56       0      0   1839      0      0      0      0      0      0      0 #> 57       0      0      0      0    679      4      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      1      9      0 #> 62       0      0      0      0      0      0      0      0   1666      0 #> 63       0      0      0      0      0     24      1      0     11      0 #> 64       0      0      0      0      0      3      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV240 ASV242 ASV243 ASV244 ASV245 ASV246 ASV247 ASV248 ASV249 ASV251 #> 1        0      0      0      0      0      0      0      0      0      3 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0    622 #> 4        0      0      0      0      0      0      0      9      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0   1692      0      0      0      0      0      0      0      0 #> 9       47      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      2      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0     13     39      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0     31      0      0      0      1      0    379 #> 17       2      0      0      0      5      0      0      0      0      0 #> 18      18      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0   1626      0      0      0      0      0 #> 20       0      0      0    577      0      0      0      0      0      0 #> 21       0      0      0     11      0      0   1288     32      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       1      0      0      0      0      0      0    420      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26     146      0      0      0      0    139      0      0      0      0 #> 27       0      0      0      2      0    317      0      0      0      0 #> 28       0      0   1574      0      0      0      0      0      0      0 #> 29       0      0      2      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      2      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      3      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      4      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      3      0      0      0     19      0      0 #> 48       0      0     44      0      0      0      0      0      0      0 #> 49       0      0      0      8      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0    849      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      3      0      0      1      2      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       2      0      0      0      0      0      0     13      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0     46      0      0      0      0 #> 57       0      0      0      0      0      0      0      1      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0     48      0      1      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61    1188      0      0      0      0      1      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      1      0      0      0    274      0      0 #> 64       0      0      0     16      0      0      0      0      0    547 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV253 ASV254 ASV255 ASV256 ASV257 ASV258 ASV260 ASV261 ASV262 ASV263 #> 1        0      0      0      0      0      0      0     25      0      7 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      3      0      8 #> 4        0      0      0      0      0      0      0      3      6     11 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0     71      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0     25      0      0      0      0      5      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      6      2 #> 12       0    168      0      0      0      0      0      0      4      1 #> 13       0      0      0      0      0      0      0      0      0     20 #> 14       0      0      0      0      0      0      0      0     23     22 #> 15       0      0      2    140      0      0      0      0      0      0 #> 16       0      0     12      0      0      0      0      0     25      0 #> 17    1594      0      0      9      0      0      0      0      6      0 #> 18       0      0      0    971      0      0      5      0     11      0 #> 19       0      0      3      0      0      0      0      0      4      1 #> 20       0      0      0      3      0      0      0      0      0     16 #> 21       0      0      0      0      0      0      0     94      0     48 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0    537 #> 25       0      0      0      0      0      0      7      1      0     24 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      1      0      0      1 #> 28       0      0      0      0      0      0      0     18      0      0 #> 29       0    178      0      0      0      0      0     68      0     66 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0     37      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      6      0      0      0 #> 37       0      0   1093      1      0      0     18      0   1253      0 #> 38       0      0     20      0     32      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      1      0      0      6 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0   1242      0      0      0      0      0      0      0      4 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0     18      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0    134      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0     45      0    138 #> 51       0      0      0      0      0     45      0      0      0      0 #> 52       0      0      1      0      0      0      1      0      0      4 #> 53       0      0      1     11      0      0      2      0      0      2 #> 54       0      0      0      0      0      0     42      0      1      1 #> 55       0      0    302      0   1496      0      0      0      0      0 #> 56       0      0      0      0      0      0     73      0      0      0 #> 57       0      0     55     28      0      0      1      2      4    135 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      1      0      0      7      0      3      0 #> 60       0      0      0      1      0      0      0      0     20      1 #> 61       0      0      1      1      0      0      0      0      3      0 #> 62       0      0      0      0      0      0      0      0      0      5 #> 63       0      0      0      0      0      0      0      0      0     74 #> 64       0      0      0      0      0      0      0    142      5      4 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV264 ASV265 ASV266 ASV267 ASV270 ASV271 ASV272 ASV273 ASV274 ASV277 #> 1        0      0      0      1      0      0      0      0      0      1 #> 2        0      0      0      3      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      1      0      0      0      0      0      0      2 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      1      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      1      0      0      0      0      3 #> 11       0      0      1      0      0      0      0    185      0     16 #> 12       0      0      0      0      0      0      0      0      0      7 #> 13       0     17      0      0      0      0      0      0      0      6 #> 14       0      0      0      0      0      0      0      0      0      1 #> 15       0      0      0      0      0      0      2      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      3      0      0      0      0      0      0      0 #> 18    1013      0      0      0      0      0      0      0      0      4 #> 19       0      0      1      0      0      0      0      0      0      0 #> 20       0     23      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0   1396      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      5      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0     19      0      0      0      0      0      0      0      0 #> 29       0     24      0      1      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0    147      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      3 #> 38       0      0      0      0      0      0      0      0      0     37 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0     12      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      2      0      0      0      0     71      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0     56      0      0      0      0      0      0     29 #> 45       0      0    105      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0     47      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0    463      0      0      5      0      0      0      0 #> 50       0      7      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       1      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0   1326     22      0      0      0 #> 54       0      0      0      0      0      0   1324      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       1      0      2      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      2      0      0      0      0      0      0    120 #> 59      32      0      1      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       4      0      2      0      0      0      3      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      3 #> 64       0      0      0   1450      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0    268      0      0      0      0    906      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV278 ASV279 ASV280 ASV282 ASV283 ASV284 ASV285 ASV286 ASV287 ASV288 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      2      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9     1080      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      2      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      7      0 #> 14       0      0      0      0      0      0      0      0      9      0 #> 15       0      0      0      0      0      0      0      1      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17     143      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      2      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0    923      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      9      0      0      0     20      0 #> 26       0   1357      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0     18      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0     37      0      0      0      0      0      0      0      0 #> 35       0      5      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0    379      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0   1335 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      5      0 #> 48       0      0      0      0      0      0      0      0     53      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      8      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      2   1325      0      0      2      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      5      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0   1336      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV292 ASV293 ASV294 ASV295 ASV297 ASV298 ASV300 ASV302 ASV305 ASV307 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0   1172 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      1      0      0      0      0      0 #> 11       1      0      0      0     13      0      2      1      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14      44      0      0      0      0      0      0      9      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18      10      0      0      0      0      0      0      4      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0     20      0      0      0      0      0      0 #> 25       0      0      0     43      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      5      3      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0     33      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      4      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      1      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      6      0      0      0      0      0      0 #> 47       0      0      0    102      0      0      0      0      0      0 #> 48       0      0      0      4      0      0      0      0      0      0 #> 49       0      0      0      9      0      0      0      0      0      0 #> 50       0      0      0     41      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      1      0      0      4      0      0      0 #> 53     444      0      0      0      0      0      0    502      0      0 #> 54       0      0      0      4      0      0      6      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      1      0      0      0      0      0      0 #> 57       0      0      0      7      0      0      1      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61     505      0      0      0      0      0     43      4      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      2      0      0      0 #> 64       0      0      0      0      0      0      1      0      0      0 #> 65       0      0      1      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      1      0      0      0      0      0   1235      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV309 ASV310 ASV311 ASV312 ASV313 ASV314 ASV315 ASV316 ASV318 ASV320 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      1      0      0      0      2 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0    555      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0     12      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       2     12      0      0     19      0      0      0      0      0 #> 12       0      2      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       1      0      0      0      0      0      0      0      0      0 #> 16       0     47      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      9      0   1176      0      0     91      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       3      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      1      0      0      0 #> 24       7      0      0      0      2      0      0      3      0      0 #> 25       0      0      0      0      0     32      0      0      0      0 #> 26       7      0      0      0      0      0      0      0      0      5 #> 27      29      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      1      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      1      0     41      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       5      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0    588      0      0      0      0 #> 48       0      0      0      0      0     13      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0     53      0      0      0    527      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52     204      0      0      0     14      0      0      0      0      0 #> 53     616      0      0      0      0      0      0      0      0      0 #> 54      10      4      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56      25      0      0      0      0      0      0      0      0      5 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0   1120 #> 59       0      0     57      0      0      0      0      0      0      0 #> 60       0      2      0      0      0      0      0      0      0      0 #> 61      20      3      0      0    107      0      4      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       4      0      0      0      0      2      0      0      0      0 #> 64       2      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      2      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV322 ASV323 ASV325 ASV327 ASV328 ASV329 ASV330 ASV332 ASV333 ASV334 #> 1        0    230      0      0     34      0      0      0      0      0 #> 2        0     35      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0    147      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      1      0      0      0      0 #> 7        0    108      0      0     87      5      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9      957     14      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      4      0      0      0      0 #> 11       0      0      0      0      0     67      0      0      0      0 #> 12       0      5      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      2 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      1      0 #> 17      41      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      1      0 #> 19       0      1      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      1      0      0     15      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      7      0      0      0      0 #> 27       0      0      0      0      0      2      0      0      0      0 #> 28       0      0      0      0      9      0      0      0      0      0 #> 29       0      0      1      0      0      1      0      0      0     81 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      1      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0   1059      0      0 #> 37       0     59      0      0      0      0      0      0      0      0 #> 38       0     39      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      3      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0     12 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       4      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      1      0      0      0 #> 46       0     15      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0     10      0      0      0      7 #> 48       0      0      0      0      0      9      0      0      0      0 #> 49       0      0      0      0      0     23      0      0      0      0 #> 50       0      3      0      0     45      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       1      0      0      0      0      0      0      0      0     10 #> 53       0      0      0      0      0      3      0      0      0      0 #> 54       0      2      0      0      0      0      0      0      0      0 #> 55       0    270      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      3      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0     21      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0     25      0      0      0      0      0      0    765      0 #> 61       0      1      0      0      0      0      0      0     15      0 #> 62       0      0      0      0      0     12      0      0     30      0 #> 63       0      0      0      0      0      0      0      0      0      3 #> 64       0      0      0      0    226      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0     17      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV336 ASV337 ASV338 ASV339 ASV340 ASV341 ASV342 ASV344 ASV345 ASV346 #> 1        0      0      0      0     76      0      0      0      0      0 #> 2        0      0      0      0      1      0      0      0      1     10 #> 3        0      0      0      0    138      0      0      0      0      0 #> 4        0      0      0      0     22      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0     28      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0     12      0      0      2      0      0 #> 12       0      0      0      0      3      0      4      0      0      0 #> 13       0      0      0      0     17      0      8    110      0    155 #> 14       0      0      0      0      5      0      3    339      0      0 #> 15       0      0      0      1      0      0      0      0      0      0 #> 16       0      0      0      0      1      0     20      0      0      0 #> 17       0      3      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      1      0 #> 19       0      0    213      0      0      0      0      0      0      0 #> 20       0      0      0      5      8      0      2      0      0      0 #> 21       0      0      0      0     10      0      0      0      0     10 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      1 #> 24       0      0      0      0     46      0      6      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      1      0      0      1      0      1      0      1    306 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0     56      0      4      0      7      0      0      0 #> 38    1053      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0     66    122      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0     88      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      9 #> 47       0      0      0      0      0      0      7      0      0      0 #> 48       0      0      0      0      0      0      0      0      0    373 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      1      0    141      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      1      2      0      0      0      0      0 #> 53       0      0      0     18      0      0      0      0      0      0 #> 54       0      0      0    930      0      0      1      8      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      7      0     27      0      0     40 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      3      0      0      0      0      0 #> 61       0      0      0      4      0      0      0      0      0      0 #> 62       0      0      0      0      0      0    448      0      0      0 #> 63       0      0      0      0     18      0      6      0      0      0 #> 64       0      0      0      0      0     22      0      0   1010      0 #> 65       0      0      3      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV347 ASV348 ASV349 ASV350 ASV351 ASV353 ASV355 ASV356 ASV357 ASV358 #> 1        0     24      0      0      0      0      0    311      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      1      0      0      0      0      0     12      0      0 #> 4        0      0      0      0      0      0      0     11      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      1      0      0      0      0 #> 7        0     83      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      8      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      1      0     11      0      2 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0     12      0      0 #> 14       2      0      0      0     68      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      1      0 #> 16       0      0      0      0      0      0      0      2     11      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0    676    289      0      0      0      0      0      4 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0     41      0      0 #> 21       0      4      0      0      0      0      0     15      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      1      0      0     88      0      3 #> 25       0      0      0      0      0      0      0     14      0      0 #> 26       0      0      0      0      0      0      0      1      0      0 #> 27       0      0      1      0      0      0      0      0      0      0 #> 28       0     12      0      0      0      0      0      0      0     55 #> 29       0      0      0      0      0      0      0      3      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0     17      0      0      0    103 #> 35       0      0      0      0      0    878      0      0      0      9 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      2      1      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0     33      0      0      0      8 #> 40       0      0      0      0      0      0      0      0      0      1 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      3      0      1 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      1      0      0      0    506      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46     738      0      0      0      0      0      1      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0     23      0      0      0      0      0     32      0      0 #> 51       0      0      0      0      0      0      0      9      0      0 #> 52       0      0      0      0      0      0      1      5      0      0 #> 53       0      0      0      0      0      0     16      0      0      0 #> 54       2      0      0      0      5      0      0      0      3      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0     45      1      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0     19      3      0      0      0      0      0      1 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61      26      0      2      0      8      0    254      0      0      0 #> 62       0      0      0      0      0      0      0      6      0      0 #> 63       0      0      0      0      0      0      0     75      0      0 #> 64       0    259      0      0      0      0      0     14      7      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV359 ASV360 ASV362 ASV364 ASV365 ASV366 ASV367 ASV368 ASV369 ASV371 #> 1        0      0      0      0      0     10      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      3      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7       11      0      0      0      0     48      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0    705      0      0      2      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0     36      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0     28      0      0 #> 15       0      0      0      0     14      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0    117      0      7      0      0      0      1      0 #> 18       0      0      0      0      4      0      0      8      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0     46      0      0      6      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      6      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      2      1      0 #> 28       0    928      0      0      0      5      0      0      0      0 #> 29       0      0    191      0      0    160      0      0      2      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0    445 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0     65      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      1      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      2      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0     82      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0     20      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      3      0 #> 53       0      0      0      0      0      0      0    237      0      0 #> 54       0      0      0      0      0      0      0      1     35      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0    151      0    239      0 #> 57       0      0      0      0     93      0      0      0      1      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      4      0     20      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       1      0      0      0      0      0      0    300      0      0 #> 62       0      0     31      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0    201      0      1      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0     24      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV372 ASV373 ASV375 ASV376 ASV377 ASV378 ASV379 ASV380 ASV381 ASV382 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      5      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      1      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      1      0      0      0      0 #> 12     776      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      2      0      0      0      0 #> 14       0      0      0      0     60     10      0      0      0      0 #> 15       1      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      1      0      0      0      0 #> 17       0      0      0      0      0      1      0      0      0      0 #> 18       8      0      0      3      0      0      0      0    841      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0     31      0      0      0      0 #> 21       0      0      0      0      0      1      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0    143      7      0      4      0      0 #> 25       0      0      0      0      0    298      0      0      0      0 #> 26       0      0      0      0      0      1      0      0      0      0 #> 27       0      0      0      0      0      1      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0     66      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42      34      0      0      0      0      5      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0     77      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      8      0      0      0      0      0 #> 47       0      0      0      0      0      1      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0    295      4      0      2      0      0 #> 51      54      0      0      0      0      0      0      0      0      0 #> 52       0      0    869      0      0     32      0      0      0      0 #> 53       0      0      0    698      0     75      0      0      0      0 #> 54       0      0      0      0      3      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      1      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      6      0      0      0      0 #> 61      10      0      3      6      0      4      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0    210      0      0      0      0      0 #> 64       0      0      0      0      0     78      0      2      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV383 ASV384 ASV385 ASV386 ASV388 ASV390 ASV393 ASV394 ASV395 ASV397 #> 1        0      0      0      0      0    135      0      0      0      0 #> 2        0      0      0      0      0      2      0      0      0      0 #> 3        0      0      0      0      0      3      0      0      0      0 #> 4        0      0      0      0      0     15      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0     20      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       4      0      0      0      0     11      0      0      3      0 #> 12       0      0      0      0      0      8      0      0      1      0 #> 13       0      0      0      0      0     17      0      0      0      0 #> 14       0      0      0      0      0      8      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      6      0      0      1      0 #> 21       0      0      0      0      0     11      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0     85      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      4      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      1      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0    798 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       2      0      0      0      0      6      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0    100      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      3      0 #> 48       0      0     61      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      1      0      0      8      0 #> 53      17      0      0      0      0      0      0      0      0      0 #> 54     806      0      0      0      0      0      0      0      0      0 #> 55       0      0     99      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0     13      0      0      0      0 #> 58       0      0      0      0      0      0    810      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0    832      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0     26      0      0      1      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      1      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV399 ASV401 ASV402 ASV404 ASV405 ASV406 ASV407 ASV408 ASV409 ASV411 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0     62      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      1      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0     39      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0    243      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0    204      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0     82      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0    248 #> 28       0      0      0      0     28      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      5 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0    388      0      0      0      0      0 #> 35       0      0      0      0      2      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0    760      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      1      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      4      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0    777      0      0 #> 47       0      0      0      0      0      0      0      0      3      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0    280      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      2      0      0      0      0    179      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       3      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      1      0      0      0      0      2 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      2 #> 62       0      0      0      0      0      0      0      0      0     10 #> 63       0      0      0    176      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0    504 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV412 ASV413 ASV414 ASV415 ASV416 ASV417 ASV418 ASV419 ASV420 ASV422 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      4      0 #> 7        1      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      2      0 #> 9        0      0      0      0      0      1      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      1      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0    397      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0    755      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      2      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      1      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      1      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      2      0      0      0      0      0      0      0      0 #> 25       0      0      0      1      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0     16      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0     61      1      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0     37      0 #> 31       0      0      0      0      0      0      0      0     21      0 #> 32       0      0      0      0      0      0      0      0     43      0 #> 33       0      0      0      0      0      0      0      0      9      0 #> 34       0      0      0      0      0      0      0      0     34      0 #> 35       0      0      0      0      0      0      0      0     14      0 #> 36       0      0    751      0      0      0      0      0     47      0 #> 37       0      2      0      0      0      0      0      0      0      0 #> 38       0      0      0      0    756      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0     14      0 #> 40       0      0      0      0      0      0      0      0     16      0 #> 41       0      0      0      0      0      0      0      0      7      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      2      0      0      0      0      0      0      0      0 #> 47       0      3      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0    261      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52     764      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0    740      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      3      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0    709 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      1      0 #> 60       0      0      0      0      0      0      0      0      0      2 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      1      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0     28      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV423 ASV424 ASV426 ASV427 ASV428 ASV429 ASV430 ASV431 ASV432 ASV433 #> 1        0      0      0      0      0      0      0      0      0    713 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0     65      0      0 #> 8       13      0      0      0      0      0      0      0      0      0 #> 9        0      0      9      0     26      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0     15      0      0      0      0      0      0      0      0 #> 12       0      0      3      0      0      0      0      0      0      0 #> 13       0    386      1      0      0      0      0      0      0      0 #> 14       0    233     10      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0    146      1      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      5      0      0      0      0      0    723      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      2      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      8      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0     77      0      0      0      0      0      0      0 #> 29       0      1      0      0     43     16      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0     21      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      5      4      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      2      0     13      0    733      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0     44      0      0      0      0      0      0      0      0 #> 48       0      0     19    585      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0     25      4    418      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      2      0      0      0      0      0      0      0      0 #> 53       0      0    147      0      0      0      0      0      0      0 #> 54       0      2     50      0      0      1      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      2      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       2      2      1      0      0    284      0      0      0      0 #> 64       0      0     12      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV434 ASV438 ASV439 ASV440 ASV442 ASV443 ASV444 ASV445 ASV446 ASV448 #> 1        0      0      0      0      0      0      0     35      0      0 #> 2        0      0      0      0      0      0      0      2      0      0 #> 3        0      0      0      0      0      0      0      2      0      0 #> 4        0      0      0      0     14      0      0      2      0      0 #> 5        0      0      0      0      0      0      0      0     16      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0     11      0      0      0      0      0      0      6      2 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      1      0      0      0      2    629      9      0      0 #> 12       0      0      0      0      0      0      0      2      0      0 #> 13       0      0      0     10      0      0      0      7      0      0 #> 14       0      4      0      0      0     34      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      2      0      0      0 #> 18       0      0      0      0      0     13      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0     49      0      0      0      0      0      7      0      0 #> 21       0      9      0      0      0      0      0      5      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0     35      0     52      0      0      0     34      0      0 #> 25       0    186      0      0      0      0      0      0      0      0 #> 26       0      1      0      0      0      0      0      0      0      0 #> 27       0      3      0      0      0      1      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0     13      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      2      0      0      0      0      0 #> 37       0     71      0      0      0      1      0      0      0      0 #> 38       0      0    709      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42     169     44      0      0      0      0     11      1      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0    277      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0    101      0      0      0      0      0     20 #> 48       0      1      0      0      0      0      0      0      0     11 #> 49       0      0      0      0      1      0      0      0      0      0 #> 50       0      0      0     19      0      0      0      0      0      0 #> 51       0      0      0      0      0      0     33      0      0      0 #> 52       0     11      0      0      0      0      0      1      0      0 #> 53       0     10      0      0      0    158      0      0      0      0 #> 54       0      0      0      0      0      0      0      1      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      1      0      1      1      0      0      4      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      1      0      0      0      0      0      0      0      0 #> 60       0      0      0      2      0      0      0      0      0      0 #> 61       0      1      0      0      0    309      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0    113      0      0      0     24      0      0 #> 64       0     18      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV449 ASV451 ASV452 ASV453 ASV454 ASV456 ASV457 ASV458 ASV459 ASV460 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      7      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      2      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0    646      0      0      0      0      0 #> 15       0      0      0      3      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0    565      0      0      0      0      0      0      0 #> 18       0    245    100      0      0      0      0      0      0      0 #> 19       0      0      1      0      0      0      0      0      0      0 #> 20       0      0      0      3      0      0      0      0      0    103 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      2      0 #> 24       0      0      0      5      0     11      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      8      0      0      0      0      0      7 #> 27       0      0      0     19      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0    582      0    523 #> 29       0      0      0      0      0    304      2      0    300      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      3      0      0      2      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      5      0      2      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      1      0      0      1      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0    149      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0    234      0      0      0      0      0      0 #> 53       0      0      0    184      0      0      0      0      0      0 #> 54       0      0      0      3      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0     17      0      0      0      0      0      0 #> 57       0      0      0      0      0      5      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      3      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0     15      3      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      3      0    123      0      0      0      0 #> 64       0      0      0      5      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV461 ASV462 ASV463 ASV464 ASV465 ASV466 ASV467 ASV468 ASV469 ASV470 #> 1        0      0      2      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0     27      0      0      0      0     55      0      0 #> 6        0      0      1      0      0      0      0      8      0      0 #> 7        0    322      0      0      0      0      0    118      0      0 #> 8        0      0      0      0      0      0      0      0      0    435 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      1      0      0 #> 11       0     12      1      1      0      0      0     33      0      0 #> 12       0      0      0      0      0      2      0      0      0      6 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      2      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      1      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20     258      0      0      0      0      0      0     13      0      0 #> 21       2      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      1      0      0      0      0      0      0      0 #> 24       0      0      2      0      0      0      0      0     11      0 #> 25       0      0      0      0      0      0      0      0     36      0 #> 26       0      0      5      0      0      0      0      0      0      0 #> 27       0      0      3      0      0      0      0      6      0      0 #> 28       0      0    373      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0     15      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      3      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0     47      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      1      0      0      0      0      2      0      3 #> 37       0      0      0      2      0      1      0      0      2      0 #> 38       0      0      0      0      0     81      0      0      0      0 #> 39       0      0      0      0      0      0      0      1      0      0 #> 40       0      0      0      0      0      0      0      0      0     13 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       1      0      2      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      4      0      0 #> 44       0      0      0      0      0      6      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46      90      0      0      0      0      0      0      0      3      0 #> 47      73      0      0      0      0      0      0      0     61      0 #> 48       0      0      0     33      0      0      0      0      9      0 #> 49       0      0      0      0      0      0      0     30      0      0 #> 50       0      0      0      0      0      0      0      0     22      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52      32      1      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      3      2      0 #> 55       0      0      0      0     19     72      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      6      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      9 #> 61       0     64      0      0      0      0     14      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      2 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       5      0      0      0      0      0      0      1      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0     30      0      0      0      0      1      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV472 ASV473 ASV474 ASV475 ASV476 ASV477 ASV478 ASV479 ASV480 ASV481 #> 1        0      0      8      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0     12      0      0     57      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      5 #> 11      20      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13     176      0      0      0      0      0      0      0      0      0 #> 14       4      0      0      0      0      0      0      0      0      0 #> 15       1      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0    302      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0    602      0 #> 20      26      0      0      0      0      0      0      1      0      0 #> 21       1      0      5      0      0    205      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0     10 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24      57      0      0      0      0      0    188      0      0      0 #> 25       0      0      0    229      0     69     75      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29      17      0    125      0      0      0      0      0      0      0 #> 30       0      0      0      1      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      3      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0     42      0      0      0      0      0     10 #> 40       0      0      0      4      0      0      0      0      0     23 #> 41       0      0      0      3      0      0      0      0      0     25 #> 42      15      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      4      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      2      0      0      0      0 #> 47      19      0    275      0      0      6      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50      15      0      3      0      0      0      4      0      0      0 #> 51       1      0      0      0      0      0      0      0      0      0 #> 52       1      0      0      0      0    100      1      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0     13 #> 57       1      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0     42 #> 59       1      0      0      0      0      0      0      0      0     56 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63      86      0      0      0      0      0     31      0      0      0 #> 64       0      0     25      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV483 ASV484 ASV486 ASV487 ASV488 ASV489 ASV490 ASV491 ASV492 ASV493 #> 1        0      0      0      0      0      0      0      0      0      7 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      1 #> 4       79      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      3      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0     28 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      2    583      0      0      0      0 #> 17      25      0      0    590      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19     406      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0     92 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0     47      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      1      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0    593      0      0      0      0      0      0      0      0 #> 37      73      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      2      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0     41      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0     97      0     59      0      0     15 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      1      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       1      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      8      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0     15      0 #> 62       0      0      0      0     10      0      0      0      0      0 #> 63       0      0      0      0    359      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0     30 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV494 ASV495 ASV496 ASV497 ASV498 ASV499 ASV500 ASV501 ASV502 ASV504 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0     41      0      0      0 #> 3        0      0      0      0      0      0    435      0      0      0 #> 4        0      0      0      0      0      0      0      6      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0    404 #> 8        0      0      0      0      0      0      1      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       3      0      0      0      0    523      0      1      0      0 #> 13     107      0      0      0      0      0      0     16      0      0 #> 14      37      0      0      0      0      0      0     83      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16      16      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20      82      0      0      0      0      0      0      0      0      0 #> 21       4      0      0      0      0      0      0     16      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       1      0      0      0      0      0      0      0      0      0 #> 24       3      0      0      0      0      0      0    212      0      0 #> 25       0      0      0      0      0     19      0      0      0      2 #> 26       0      0    158      0      0      0      0      0      0      4 #> 27       0      0      7      0      0      0      0      0      0      0 #> 28       0      0    181      0      0      0      0      0      0      0 #> 29       0      0      0    579      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      5      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      1      0      0      0      0      0      0      0 #> 37       4      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      5      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42      11      0      0      0      0      0      0      0     16      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0     95      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      6      0      0      0      0      0 #> 47       4      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      1      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0     19      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       2      0      0      0      0      0      0      0     14      9 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0     87      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      8      0      0      0      0      0      0      0 #> 60       2      0      0      0      0      0      0      0      0      0 #> 61      80      0      5      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0     47 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      7      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV505 ASV507 ASV508 ASV509 ASV511 ASV512 ASV514 ASV515 ASV516 ASV517 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      2      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6       40      0      0      7      0      0      0      0      0      0 #> 7        0      0    187      0      0      0      3      0      0      0 #> 8        2      0      0      8      0      0      0      2      0      0 #> 9        0      0      8      0      0     68      0      0      0      0 #> 10       2      0      0     25      0      0      0      0      0      0 #> 11       0      0      0      0      0      2      0      0      0      0 #> 12       0      5      0      0      0      1      0      0      0      0 #> 13       0      0      0      0      0      0      0      0    471      0 #> 14       0      0    201      0      0      0      0      0     39      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0    406     13      0      0      0      0      0      0      0 #> 17       0      0     11      0      0      0      0      0      0      0 #> 18       0      0      5      0     14      0      0      0      2      0 #> 19       0      0      0      0      3      0      0      0      0      0 #> 20       0    109      0      0      0      0      0      0      0      3 #> 21       0      0      0     28      0     23     32      0      0      0 #> 22      34      0      0     25      0      0      0      0      0      0 #> 23       0      0      4      0      0      0      0      0      0      0 #> 24       0      0      0      0      0    174      3      0      0      0 #> 25       0      0      0      0      0      0     35      0      0     11 #> 26       6      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      9      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0     23     13      0      0      0 #> 30      22      0      0      1      0      0      0      0      0      0 #> 31      11      0      0      1      0      0      0      0      0      0 #> 32      23      0      0      0      0      0      0      0      0      0 #> 33       1      0      0     11      0      0      0      0      0      0 #> 34       2      0      0      8      0      0      0      0      0      0 #> 35       3      0      0      3      0      0      0      0      0      0 #> 36       1      0      0      0      0      0      0      0      0      0 #> 37       0      0     16      0      0     65      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       4      0      0      5      0      0      0      0      0      0 #> 40      13      0      0      8      0      0      0      0      0      0 #> 41       3      0      0     37      0      0      0      0      0      0 #> 42       0      1      2      0      0      1      0      0      0     40 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0     14      0      0     21      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      3      0      2      0      0      0 #> 47       0      0      7      0      0      3     78      0      0      0 #> 48       0      9      0      0      0     15     46      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      5     11      0      2      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0     45      0      0     11      0      0      0     62 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      8      0      0      0      1 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      6      0      0      0      0      0      0      0      0 #> 57       0      0      2      0     23      7      0      0      0      0 #> 58       6      0      0     12      0      0      0      0      0      0 #> 59       3      0      0     11      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      4      0      0      0      1 #> 62       0      0      0      0      0      0      0      0      3      0 #> 63       5      0      0      0      0      2      0      0      0      0 #> 64       0      0      0      0      0      8      0      0      1      3 #> 65       0      0      0     74      0      0      0      0      0      0 #> 66       0      0      0     20      0      0      0      0      0      0 #> 67       0      0      0     32      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV519 ASV520 ASV521 ASV522 ASV523 ASV524 ASV526 ASV527 ASV528 ASV529 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        3      0      0     16      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        4      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      2      0      0      0      0      0 #> 7        0      0      1      4      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0    531      0      0      0      0 #> 10       0      0      0      0     58      0      0      0      0      0 #> 11       2      0     19      0      0      0      0      1      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       9      0    106      0      0      0      0      0      0      0 #> 14       0      0     11      0      0      0      0      0      0    520 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       1      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0     54      0      0      9      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20      87      0     16      0      0      0      0      0      0      0 #> 21       2      0      3      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     11      1      0      0      0      0      0      0 #> 25       0      0      2      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       1      0     10      1      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      7      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      1      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      1      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0     10     17      0      0      0      0      0      0 #> 48       0      0      0      5      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      7    149      0      0      0      0      0      0 #> 51       0      0      2      0      0      0      0      0      0      0 #> 52      31      0      7      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      1      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0     13      0      0      0      0      0 #> 57      14      0      4     30      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       6      0      0      1      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       9      0      0      0      0      0      0      0      0      0 #> 63       0      0     40     60      1      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      6      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      1      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0    424      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV530 ASV531 ASV532 ASV533 ASV534 ASV535 ASV536 ASV537 ASV538 ASV539 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      1      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0    166      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      7      0      0      0      0 #> 7        0      0      0      0    272    100     51      0      0      0 #> 8        0      0      0      0      0      0      0      0      0    174 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      5      0      0      0      0      0 #> 12       0      0      0    434      0      6      2      0      0      1 #> 13       0      0      0      0      0     23      3      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0     43      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      4      0      1      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      2      0 #> 21       0      0      0      0      0      0      0      0      2      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      1      0      0      0      0 #> 24       0      0      0      0      0     34      0      0      4      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0     61      0 #> 30       0      0      0      0      0      4      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      5      0      0      0      3 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0     10      0      0      0      2 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0     22      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0    195 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      3      0      1      0      0      1      1 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0     46      0      0      0      0      0      0      0     19 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      4      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0     32      0 #> 49       0      0      0      0      0      0     20      0      0      0 #> 50       0      0      0     62      0      0      0      0      0      0 #> 51       0      0      0      0      0      0    242      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      2      0      0     53      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0    518      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0     20      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      2 #> 61       0      0      0      0     31      0      0      0      1      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      6      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0     10      0      0      0      1 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       9      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV540 ASV541 ASV542 ASV543 ASV544 ASV545 ASV546 ASV547 ASV548 ASV549 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      8      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      5      0      0     10      0      0      0 #> 12       0      0      3      0      0      0      0      0      0      2 #> 13       0      0      0      0      0     13      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      8      0      0      0 #> 16       0      0    367     78      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      3      0      0      0 #> 19       0      0      0      3      0      0      0      0      0      0 #> 20       0      0     58      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0     40      1      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0     27      0      0      0 #> 27       0      0      5      0      0      0     44      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      2      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      1 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      1      0      3      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      4      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0     34      0      0      0      0 #> 48       0      0     37      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      8      3      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0    257      0      2      0      0      3      0    483      0 #> 53       0      0      0      0      0      0      2      0      0      0 #> 54       0      0      0      4    491      0      1      0      0      0 #> 55     501      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0    466 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      5      0      0      0      0      0      0      0      1 #> 61       0     67      0      0      0      0      0      0      0      0 #> 62       0      5      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0    398      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      1      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV550 ASV551 ASV552 ASV553 ASV554 ASV555 ASV556 ASV557 ASV558 ASV559 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0    489      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4       11      0      0      0      0      0      0      0      0      0 #> 5        0      0      0     15      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0    188      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0     12      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      3 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      1 #> 14       0    182      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0     11      0      0      0      0      0      0      0      0 #> 17       0      6      0      0      0      0      0      0      0      0 #> 18       0      7      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0     65 #> 21       6      0      0     12      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24      22      0      0      0      0      0      0      0      0     36 #> 25       1      0      0      0      0      0      0      0      0      0 #> 26       0      0      0     22      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      2 #> 28       0      0      0     91      0      0      1      0      3      0 #> 29       0      0      0      0      0      0      0      0      2      1 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      3      0      0      0 #> 34       0      0      0     19      0      0    320      0      0      0 #> 35       0      0      0      0      0      0      7      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       1     20      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0     16      0      0      3      0      0      0 #> 40       0      0      0      0      0      0      1      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       8      3      0      0      1      0      0      0      0      1 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       5      0      0      0      0      0      0      0      0      0 #> 47      20      1      0      0      0      0      0      0      0     17 #> 48      12      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50      27      0      0      0      0      0      0      0      0      9 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0     33      0      0      0      0      0      0      0      1 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       3      0      0      0      0      0      0      0      0      1 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57      51      2      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60      16      0      0      0      0      0      0      0      0     32 #> 61       4      0      0      0      0      0      0      0      0      1 #> 62      10      0      0      0      0      0      0      0      0      0 #> 63      26      0      0      0      0      0      0      0      0      1 #> 64       1      0      0      0      0      0      0      0      0      3 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0    111      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0     16      0 #> 69       0      0      0      0      0      0      0      0      2      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV560 ASV561 ASV562 ASV563 ASV564 ASV565 ASV566 ASV567 ASV568 ASV569 #> 1        0      0      0     13      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0     17      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      2      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      1      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      4 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0     12      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      2      0      0      0 #> 19       0      0     27      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0    357 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      3 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0     26      0      0 #> 37       0      0      3      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0     21 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0     11      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0    432      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      1      0      0      5      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0    447      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      1      0      0      0      0      0 #> 61       0      0      0      0      1      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV570 ASV571 ASV572 ASV573 ASV574 ASV576 ASV577 ASV578 ASV579 ASV580 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        2      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      4      0      0      0      3    157      0      0      0 #> 5        0      0      0      0      0      1      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      9      0      0      0    292      0      0      0 #> 10       0      0      0      0      0      0      0      0      0     10 #> 11       0      3      4      0      0      0      0      0      0      0 #> 12       0      0      0      1    262      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      1      0      0      0      0      0      0 #> 16       0      0      0      0      0      0     10      0      0      0 #> 17       0      0      0      1      2      0      0      0      0      0 #> 18       0      0      0      9     10      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      2      0      0      0      0      0      0      0 #> 25       0      0      8      0      0      0      0      2      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0     32      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0    223      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0    376      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0    451     89      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      1      0      0      8      0      0      0      1      0 #> 45       0      0      0      1      2      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0    212     16      0 #> 51       0      0      0      2     34      0      0      0      0      0 #> 52       0      0      3      0      0     45      0      0      0      0 #> 53       0      0    273      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      1      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      6      0      0      0      0 #> 61       0      0      6      1     53      1      0      0      0      0 #> 62       0      0      0      0      0    140      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV581 ASV582 ASV584 ASV585 ASV586 ASV587 ASV588 ASV589 ASV590 ASV591 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        1      0      1      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      1      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      1      0      0      0      0      0 #> 9        0      2      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11      54      0      0      0      0      0      0      0      3      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13      97      0      0      0      6      0      0      0      0      0 #> 14       4      0      0      0      0      0      0      0      0      0 #> 15       8      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0     28      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      1      0     14      0      4      0      0      0      0 #> 19       0      0      0      4      0      0      0      0      0      0 #> 20       9      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      3      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24      13      0      0      0      0      0      0      0      0      0 #> 25       3      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       8      0      0      0      0     98      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      1      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       1      0      4      0      0      0      0      0      0      0 #> 38       0      0      0      0      0     14      0      8      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0     13      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42      43      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      1      0      9      0      0      0      0 #> 47      33      0      2      0      0      0      0      0      0      0 #> 48       0      0      0      0      0     28      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50      15      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      2      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       3      0      0      0      0     69      0      0      0      0 #> 55       0      0      0      0      0      0      0    443      0      0 #> 56       0      0      0      0      0      0    453      0      0      0 #> 57       0      0      0     14      0      8      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0    461      0      0      0      0      0      0      0      1 #> 62       0      0      0      0      2      0      0      0      0      3 #> 63      55      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0    445 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV592 ASV593 ASV594 ASV595 ASV596 ASV597 ASV598 ASV599 ASV600 ASV602 #> 1        0      2      0      0      0      0      0      0      0      0 #> 2        4      0      0      0      0      0      0      8      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0    292      0      0      0      0      7      0      2 #> 5        0      0      0      0      0      0      0      0     20      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      1      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      1      0 #> 12       0      0      0      0      0      1      0      0      0      0 #> 13      74      0      0     15      0      4      3      0      0      0 #> 14       0      0      0      0      0      0      0     53      0     36 #> 15       0      0      0      0      0     64      0      0      0      0 #> 16       0      0      1      0      0      0      0    165      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      7      0      0      0      1 #> 19       0      1      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0    327 #> 21       1      0      0     16      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      6      3      0      0      0 #> 25       0      0      0      0      0      0    101      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      1      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29     109      0      0     67      0      0    201      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      2      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0     11      0      0      0      0      0 #> 37       0      0      0      0      0     10      0      8      0      0 #> 38       0      0      0      0      0      0      0      0      1      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      5      0     17      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0     12      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       9      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0     11      0      0 #> 48     173      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0     11 #> 50       0      0      0      1      0      0      6     52      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0    184      0      0      0      1      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0    176    170      0      0     20      0 #> 57      17      0      0     54      0      0      0      0      0      0 #> 58       0      0      1      0      0      0      0      0      0      0 #> 59       0      0      0      0      0     12      0      0      9      0 #> 60       0      0     65      0      0      9      0      0      0      0 #> 61       0      0      0      5      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      3 #> 63       0      0      0      0      0      0      0     17      0      0 #> 64       0      0      0      0      0      0      0      0      0      1 #> 65       0      0      0      0      0      0      0      0      1      0 #> 66       0      3      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV603 ASV604 ASV605 ASV607 ASV608 ASV610 ASV612 ASV614 ASV615 ASV616 #> 1        0      0      0      0      0      2      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      1      0      0      0      0 #> 4        0      0      0      0      0      2      0      0      0      0 #> 5        0      0      0      0     40      0      0      0      0      0 #> 6        0      2      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0     20      0      0      0      0      0 #> 9        0      0      0      0      0      0     20      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      1     14      0      0      0 #> 12       0      0      0      0      0      0     92      0      0      0 #> 13       0      0      0      0      0      1     22      0      0      0 #> 14       0      0      0      0      0      0     39      0      0      0 #> 15       0      0      0      0      0      0      6      0      0      0 #> 16       0      0      0      0      0      2      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      2 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      3      0      0      0      0 #> 21       0      0      0      0      0      5      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0    245     14      0     53      0 #> 25       0      0      0      0      0      2      0      0      0      0 #> 26       0      0     72      0     26      1      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0    343      0     93      0      0      0      0      0 #> 29       0      0      0      0      0      5      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      1      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      2      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0    250      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0    135      0      0      0      0      0      1 #> 47       0      0      0      0      0      1      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      3      0      0     23      0 #> 51       0      0      0      0      0      3      0      0      0      0 #> 52       0      0      0      0      0      1      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      1      0      0      0     49      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      9      0     39      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      6      0      7      0 #> 61       0      0      0      0      3      0      3      0      0    396 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0     22      1      0    322      0 #> 64       0      0      0      0      0      1     61      0      0      0 #> 65       0     16      0      0      0      0      0      0      0      0 #> 66       0      0      1      0      1      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV617 ASV618 ASV619 ASV620 ASV621 ASV622 ASV624 ASV625 ASV626 ASV627 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0     11      0      0     46      0      0      0      0      0 #> 3        0    131      0      0    111      0      0      0      0      0 #> 4        0     56      0      0      0      0     91      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      5      0      0    212      0      0      0      0      0 #> 13       0    166      0      0      0      0      0      0      0      0 #> 14       0      0      0      0     37      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      3      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0    419      0      0      0      0      0      0      0 #> 21       0      1      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      1      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      1      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0     16      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0    223      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       6      6      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      2      0      0      0      0      0      0      0      0 #> 51     109      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      3      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      2      0      1      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      1      0      0      0      0    309      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      7      0      0 #> 64       0      0      0      0      0      0      0      0     10      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV628 ASV629 ASV630 ASV631 ASV632 ASV633 ASV634 ASV635 ASV636 ASV637 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2      291      0      0      0      0      0      0      0      0      0 #> 3        0      0      0     63      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      3      0      0    166 #> 5        0      0      0      0      0      0      8      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0     28      0      0      0      0      0      0 #> 8        0      0      0     21      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      1      0      0 #> 12       0      0      0      0      0      0      0      9      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      1      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      3      0      0 #> 18       0      0      0      0      0      0      0      1      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       2      0      0      2      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0    100 #> 25       0      0      0      0      0      0      0      0      0    130 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0     55      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      4      0      0      0      0      0 #> 35       0      0      0      0    299      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0    358      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      5      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46      17      0      0      9      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      4 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      1 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0    408      0      0      0      0     28      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59      14      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0     21      0      0      0 #> 61       0      0      0      0      0      0      1     26      0      0 #> 62       0      0      0      0      0      2      9      0      0      0 #> 63       0      0      0      0      0      1      0      0      0      0 #> 64       0      0      0      0      0      0      0      0    404      0 #> 65       0      0      0      0      0      7      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      2      0      0      0      0      0      0 #> 68       0      0      0      0      0     29      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV639 ASV640 ASV641 ASV643 ASV644 ASV645 ASV647 ASV649 ASV650 ASV651 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0     10      0      2      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      3      0      0      0      0      0      0      0 #> 7      275      0      0      0      0      0      0      0      0      0 #> 8        0      0      1      0      0      0      4      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      1      0      0      0      0 #> 14       0      0      0      0      1     22      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      4      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      3      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      3      0 #> 21       0      0      0      0      0     15      3      0      0      0 #> 22       0      0      6      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0     33      0     14      0      0 #> 25       0      0      0      0      0      0      0      0     20      0 #> 26       5      0      0      0      0      0      0      0      0      0 #> 27      11      0      0      0      0      0      0      0      0      0 #> 28       5      0      0      0      0      0      0      0      0      0 #> 29       0      2      0      0      1     42      1      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0     10      0      0      0      2      0      0      0 #> 34       0      0     36      0      0      0      9      0      0      0 #> 35       0      0     68      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0     17      0      0      0      0      0      0      0 #> 40       0      0     29      0      0      0      3      0      0      0 #> 41       0      0     22      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      9      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0    215      0      0     97      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0    383      0      0      0      0      0      0 #> 47       0      0      0      0      0      3      0      0      0      0 #> 48       0      1      0      0      0    139      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      6      0      0      0     50      0      0      0      0 #> 51       0      0      0      0      0      0      1      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      5      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0     53      0      0      0 #> 57       0      0      0      0      1      0      0      0      0      0 #> 58       0      0      8      0      0      0      0      0      0      0 #> 59       0      0      1      0      0      0      5      0      0      0 #> 60       0      0      0      0      0      4      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      2      0      0      0     12      8      0      0      0 #> 64       0      0      0      0      3      0      0      0      0      0 #> 65       0      0      0      0      0      0     15      0      0      0 #> 66      34      0      0      0      0      0      2      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV652 ASV653 ASV654 ASV656 ASV657 ASV658 ASV659 ASV660 ASV661 ASV662 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      6      0      0      0      0      0 #> 3        0      0      0      0    353      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      6 #> 6        0      0      0      0      0      0      0      0      0      1 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      4 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      2 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      1 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      3      0      0      0      0      0      0      0      0 #> 24       0      0      1      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26     381      0      0      0      0      0      0      0      0      5 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28      10      0      0      0      0      0      0      0      0      6 #> 29       0      0    298      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      2      0      1 #> 34       0      0      0      0      0      0      0      2      0     23 #> 35       0      0      0      0      0      0      0      0      0      9 #> 36       0      0      0      0      0      0      0      0      0      5 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0    383      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      6 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      1      0 #> 43       0      0      0      0      0      0      0      0      0      1 #> 44       0      0      0      0      0      0     32      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      8 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      2      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      1 #> 57       0      0      1      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      3 #> 59       0      0      0      0      0      0      0      0      0      1 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      4      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      3      0      0      0      0      0      0      1      0 #> 64       0      0      0      0      0      0     21      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      2 #> 66       0      0      0      0      0      0      0      0      0      9 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV664 ASV665 ASV666 ASV667 ASV668 ASV669 ASV670 ASV671 ASV672 ASV673 #> 1        0      0     32      0      0      0      0      0    319      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      3      0      1      0      0      0      0      0 #> 4        0      0      0      0      0      1      0      0     23      0 #> 5      365      0      4      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      7      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0     15 #> 11       0      0      0      0      0      0     36      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0     91      0      0      0 #> 14       0      0      0      0      1      0      2      0      0      0 #> 15       0      0      0      0      0      0      5      0      0      0 #> 16       0      0      0      0      2      8      0      0      0      0 #> 17       0      0      0      0      0    141      0      0      0      0 #> 18       0      0      0      0      1    141      0      0      0      0 #> 19       0      0      0      0      5     19      0      0      0      0 #> 20       0      0      1      0      0      0      3      0      0      0 #> 21       0      0     14     17      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      1      0      0 #> 24       0      0      0      0      0      0      1      0      0      0 #> 25       0      0     97      0      0      0      6      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      6 #> 28       0      0      3      0      0      0      0      0      0      0 #> 29       0      0      1      3      0      3      2    171      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      1      0      0      0      4      3      0      0      0 #> 38       0      0      0      0    149      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      1      0      0     25      0      0      5 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0     67      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0     22      0      1      2     28      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      1      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0    107      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      2      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0     10 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      1      0      0      0 #> 62       0      0      0      0      0     11      0      0      0      8 #> 63       0      0      2      0      0      1     23      0      0      1 #> 64       0      0      4     11      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV674 ASV675 ASV676 ASV677 ASV678 ASV679 ASV680 ASV681 ASV682 ASV683 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      5      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      9      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0    354      0      0      0      0      0 #> 17       0      0      0      0      0      1      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      1      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0     26      0      0      0 #> 27       0      0      0      0      0      0     86      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34      13      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0    361      0      0 #> 37       0      0      0      1      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       1      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      1      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0     14      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0    360      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0    345 #> 53       0      0      0      0      8      0      0      0      0      0 #> 54       0    338      0      1      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0     20      0      0      0 #> 57       0      0      0      1      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      4      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      1      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV684 ASV685 ASV686 ASV687 ASV688 ASV689 ASV691 ASV692 ASV693 ASV694 #> 1        0      0      0      0      0      0     48      0      0      0 #> 2        0      0      0      0      0      0      8      0      0      0 #> 3        0      0      0      0      0      0      4      0      0      0 #> 4        0      0      0      0      0      0      0      0      1      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0     36      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0    101 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0    346      0      0 #> 12       0      0      0      0      0      0      0      0      0     16 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14     353      0      0      0      0      0      0      0      0      0 #> 15       0      6      0      0      0      0      0      0      0      5 #> 16       0      0      0      0      0      0      0      0      5      0 #> 17       0      0      0      0      0      0      0      0      0     56 #> 18       0      0      0      0      0      0     17      0      0      5 #> 19       0      1      0      0      0      0      0      0      0      2 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0     71      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0     16      0      1      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0     15      0      0      0 #> 29       0      0      0      0      0      0      8      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      3      0 #> 38       0      0      0      0      0      0      2      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      4      0      0      0      0     11 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      3      0 #> 47       0      0      0      0      0      0      5      0     13      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0     21      0     81      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      1 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      1      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       2      0      0      0      0      0      0      0     26      8 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      1      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      1      0     43      0 #> 64       0      0      0      0      0      0     50      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0    346      0      0      0      0      0 #>     ASV695 ASV696 ASV697 ASV698 ASV699 ASV700 ASV701 ASV702 ASV703 ASV704 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      5      0      0 #> 3        0      0      0      0      0      0      0      4      0      0 #> 4        1      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      2 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      9      0      0      0      0      0     78 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      3      0      9      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0     11      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0    336      1 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      2      0      0 #> 38       0      0      0      0      0      0      0      0      0     60 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0    341      0      0      0      0     60 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0     22 #> 47       0      0      8      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0     65      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      1      0      0      0      0      0      0      0      1 #> 53       0    310      0      0      0    340      0      0      0      0 #> 54       0      0      1      0      0      0      0      0      0      2 #> 55       0      0    170      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      3 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      2      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0    102      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0    111      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV705 ASV707 ASV710 ASV711 ASV712 ASV713 ASV714 ASV715 ASV716 ASV717 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0     16      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      3      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0     21      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      3 #> 12       0      0      0      0      0      0      4      0      0      1 #> 13       0      0      0      0      0      0      0      0      0     20 #> 14       0      0      0      0      0      0      0      0      0      4 #> 15       0      0      0      0      0      0      0      0      0      3 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      1      0      0      0 #> 18       0      0      0      0      0      0     19      0      0      0 #> 19       0      0      0      0      0      0      2      0      0      0 #> 20       0      0      0      0      4      0      0      3      0      3 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      3      0      0      0      0      0 #> 25      82      0      0      0      0      0      0      2      0      0 #> 26       0      0      0      0      0      0      0      6      0      0 #> 27       0      0      0    255      0      0      0    165      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0     49      0      0      0 #> 38       0      0      0      0      0      0     29      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      1      0      0      0      0      0      0      0    269 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0     16      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      1      0      0      1      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      6 #> 51       0      0      0      0      0      0      6      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      1 #> 53       0      0      0      0      0      0      0      1      0      0 #> 54       0    332      0      0    233      0      0      0      0      0 #> 55       0      0      0      0      0      0      4      0      0      0 #> 56       0      0      0      0      0      0      0      2      0      0 #> 57       0      0      0      0     16      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      4      0      0      0      0      5 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      1      0      0      0      0      0      0      0      1 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       1      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      3      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV718 ASV720 ASV721 ASV722 ASV723 ASV724 ASV726 ASV727 ASV728 ASV729 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      2      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      4      0      0      0      0 #> 9        0      0      0      0      0      0      0      4     25      0 #> 10       0      0      0      0      0     12      0      0      0      0 #> 11       0      0      0      0      0      0      0      1     31      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0     45      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      5      0      0 #> 16       0      0      0      0      1      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      1      0      0 #> 18       0      0      0      0      0      0      0      7      0      0 #> 19     151      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      6      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      7      0      0      1      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      4      0      0 #> 27       0     16      0      0      0      0      3     18      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0     17      0      0      0      0 #> 31       0      0      0      0      0     25      0      0      0      0 #> 32       0      0      0      0      0     12      0      0      0      0 #> 33       0      0      0      0      0      8      0      0      0      0 #> 34       0      0      0      0      0     12      0      0      0      0 #> 35       0      0      0      0      0     17      0      0      0      0 #> 36       0      8      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      2      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      9      0      0      0      0 #> 40       0      0      0      0      0     26      0      0      0      0 #> 41       0      0      0      0      0     28      0      0      0      0 #> 42       0      0      0      0      0      0      0      1      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0     83      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      1      0    102 #> 47       0      0      0      0     69      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      3      0      0      0 #> 50       0      0      0      0      4      0      0      1      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      3      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      2      2      0      0      1      0      5 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0     23      0      0      0      0      4 #> 58       0      0      0      0      0     28      3      0      0      0 #> 59       0      0      0      0      0     10      0      0      0     17 #> 60       0      0      0      0      0      0      7      0      0      0 #> 61       0      0      0      0      0      0      0      0      0     15 #> 62       0      0      0      0      0      0      0      0      0      4 #> 63       0      0      0      0    126      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0    265      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV730 ASV731 ASV732 ASV733 ASV734 ASV736 ASV737 ASV738 ASV739 ASV740 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      2      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      5 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      1      0      2      0      0      0 #> 12       0      0      0      0      2      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0     50      0      0     24      0      0 #> 17       0      0      0      0      3      0      0      0      0      0 #> 18       0      0      0      0      6      0      0      0      0      0 #> 19       0      1      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0     75      0      0      0 #> 21       0      0      0     18      6      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       3      0      0      0     10      0      0      5      0      0 #> 25       0      0      0      0     27      0      0      0      0      0 #> 26       0      0      0      0      0      0     31      0      0      0 #> 27       0      0      1      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      8      0      0      0     51      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0     55      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      6      0      0      1      0      0 #> 38       0      0      0      0      0      0      0     10      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44     206      5      0      0     21      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0     11      0      0      4      0      0 #> 47       0      0      0      0      0      0      0      0      0     28 #> 48       0      0      0      0      0      0      0     13      0     11 #> 49       0    117      0      0      0    291      0      0      2      0 #> 50      14      0      0      0     13      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      4      0      0      0      0      0 #> 53       0      0    294      0      0      0      0      0      0      0 #> 54       0      0      0      0      2      0      0     40      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       1      0      0      0     18      0      0      7      0      0 #> 58       0      0      0      0      0      7      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0     13      1      0      0      0      0 #> 61       0      1      0      0      7      0      0      1      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63      78      0      0      0      0      0      0      0      0      0 #> 64       0      0      0     18      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0     60      0      0      0      5      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV741 ASV742 ASV743 ASV744 ASV745 ASV746 ASV747 ASV748 ASV749 ASV751 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        1      0      0      0      0      8      2      0      0      0 #> 5        0     30      0      0      0      0      0      0      7      0 #> 6        0      0      0      0      0      0      0      2      0      0 #> 7        0      1      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0     50      0 #> 11       0      6      0      0      0      0      0      0      0      0 #> 12       0      0     25      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0     22      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       1      0      0     19      0      2      0      0      0      0 #> 17       0      0      0      0      0      9      0      0      0      0 #> 18       9      0      0      0      0    156      0      0      0      0 #> 19       0      0      0      0      0     49      0      0      0      0 #> 20     210      1      0      1      0      0      0      0      0      0 #> 21       0      1      0      0      0      0      0      0     22      0 #> 22       0      0      0      0      0      0      0      0      1      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      5      0      0      0      0      0      0      0 #> 25       0      1      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      1      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      4      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      1      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      1      0      6      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0     20      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      2      0 #> 40       0      0      0      0      0      0      0      0      1      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      3      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0    243      0      0    300 #> 50       3      0      0      0      0      2      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      1      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      3      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      7      0      8      0 #> 59       0      0      0      0      0      3      0     63     12      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      3      0 #> 62       0      0      0      0      0      0      0      1      0      0 #> 63       0      0      0      0      0      0      0      0     14      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      9      0      0      0      0 #> 66       0      0      0      0      0      0      0      0     16      0 #> 67       0      0      0      0      0      0      0      1      0      0 #> 68       0      0      0      0      0      0     25      0      0      0 #> 69       0      0      0      0      0      0      0      0      4      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV752 ASV753 ASV754 ASV755 ASV756 ASV757 ASV758 ASV760 ASV761 ASV762 #> 1        0      0      0      0     49      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      4     10      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      4      0      0      0      0      6      0      0      0 #> 7        0      0      0      0      2      0      0      0      0      0 #> 8        0      0      0      0      0      0      9      0      0      0 #> 9        0      0      0      0      0      0      0      2      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      2      0      0      0      0      0      0      0 #> 12       0      0      0      0      1      0      0      0      0      0 #> 13       0      0      0      0      9      0      0      0      0      0 #> 14       0      0      0      0      4      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0    293 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      1      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      8      0      0      0      0      0      0      0 #> 21       0      0      0      0      1      0      0      0      0      0 #> 22       0      0      0      0      0      0     13      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     45      0     24      0      0      0      0      1 #> 25       0      0      2      0      0      0      0      0      0      0 #> 26       0      0      0     17      0      0      1      0      0      0 #> 27       0      0      0      0      0      0      0     68      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      1      0      0     14      0      0      0 #> 34       0      0      0      0      0      0      5      0      0      0 #> 35       0      0      0      0      0      0     17      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      4      0      0     14      0      0      0 #> 40       0      0      0      0      0      0     35      0      0      0 #> 41       0      0      0      0      0      0     36      0      0      0 #> 42       0      0      0      1      2      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      1      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      1      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0     23      0    220      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      1      0      0      0      0      0      0      0 #> 53       0      0      4      0      0      0      0      0      0      0 #> 54       0      0      4      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      4      0      0      2      0      0 #> 58       0      0      0      0      0     39     18      0      0      0 #> 59       0      0      0      0      0      0     12      0      0      0 #> 60       0      0      0      0      2      0      0      2      0      0 #> 61       0      0      0      1      0      0      0      0      0      0 #> 62       0      0      0      0      0     14      0      0      0      0 #> 63       0      0     10      0      7      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      2      0     71      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV763 ASV764 ASV765 ASV766 ASV767 ASV768 ASV769 ASV770 ASV771 ASV772 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0     71 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      1     13     11      0      0 #> 12       0      0      0      0      0     19      0      0      0      0 #> 13       0      0      0      0      0      0     85      0      0      0 #> 14       0      0      0      0      0      0      2      0      0      0 #> 15       0      0      0      0      0      0      0     97      0      0 #> 16       0      0      0      6      0      5      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0     82      0      3 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0     54      0     65      5      0      0      0 #> 21       0      0      0      1      0      1      2      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0     16      0      0      1 #> 25       0      0      0      0      0      0      2      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      8      0      0      6 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      3 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      2      0      0      0      0      6      0      0      5 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      5      0      0      0      0      0      0      2 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      7      0      0     19 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      1      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      4      0      0      3 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      1      0      5      0      4 #> 53       0      3      0      0      0      0      0      0      0      0 #> 54       0    285      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0     17 #> 58       0      0      0      0    288      0      0      0      0      3 #> 59       0      0      0      0      1      0      0      0     55      0 #> 60       0      0      0      0      0      0      0      2      0      0 #> 61       0      1      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0     30      0      0     20 #> 64       0      0      0      1      0      2      0      0      0     10 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      1      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV773 ASV774 ASV775 ASV776 ASV777 ASV778 ASV779 ASV780 ASV781 ASV782 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0     18      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0     31 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0    196      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      1      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      2      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0     85      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      4      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      8 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34      17      0      0     74      0      0      0      0      0      1 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      3      0      0      0      0      0      0      0      0 #> 37       0      7      0      0      0      0      0      0      3      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39      57      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      1      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      1      0     51      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      7      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      5      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      1      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      8      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56      94      7      0      0      0      0      0      0      0      0 #> 57       0      0      0      0    130      0     52      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      1      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0     62      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV783 ASV784 ASV785 ASV786 ASV787 ASV788 ASV790 ASV792 ASV795 ASV796 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      1 #> 6        0      0      0      0      0      0      3      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      7      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       3      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      6      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      5      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20      13     10      0      0      0      0      0      0      0      0 #> 21       0     12      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      3      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      2      0      0      0      0      0      0      0      0 #> 25       0     26      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0    251      0      0      0      0 #> 27       0      0      1      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      1      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      9      0      0      0 #> 34       0      0      0      0      0      5     23      0      0      0 #> 35       0      0      0      0      0      0     52      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      1      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0     12      0      9      0      0      0 #> 40       0      0      0      0     40      0     19      0      0      0 #> 41       0      0      0      0      0      0     15      0      0      0 #> 42       3      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       5      5      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      7      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       4      1      0      0      0      0      0      0      0      0 #> 53       0      0    265      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0    269      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       1      0      0      0      0      0      0      0      0      0 #> 57       0      4      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      6      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      1      0      0      0      0      0      0      0      0 #> 62       0      0      0      0     22      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0     13      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      3 #> 69       0      0      0      0      0      0      0      0      0    249 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV797 ASV798 ASV799 ASV801 ASV802 ASV803 ASV804 ASV805 ASV806 ASV807 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      1      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0     15      0      0 #> 11       0      0     20      0      0      0      0      0      0      0 #> 12       0      0      1      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      2      0      0      0      0      0      0 #> 15       0      0      1      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      1      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      5      0      0     54      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      1      0      0      0      0      0      0     11 #> 25       0      0      2      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      5      0      0      0      0 #> 27       0      0      1      0      0      0      0      0      0      0 #> 28       0      0      0      0      0    198      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0     21 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34     182      0      0      0      0      0      0      2      0      0 #> 35       3      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0    255      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       1      0      0      0      0      0      0      0      0      0 #> 40       2      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0     21      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      5      0      0      0      0     16      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      2      0      5 #> 51       0      0      0      0      0      0      0    123      0      0 #> 52       0      0      1      0      6      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      3      0      0      0      0      0      0     11 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0    125      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0     82 #> 61       0      0      0      0      4      0      0      0      0      8 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      1      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV808 ASV810 ASV811 ASV814 ASV815 ASV816 ASV817 ASV819 ASV820 ASV821 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0     95 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      8      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      1      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0     13      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      6      2      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0     78      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      1      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      1      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      1      0     37      0      3 #> 22       0      0      1      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0     17      0      0      0      0      0      4      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      5      0      0      0      0      0      0      0 #> 34       0      0     16      0      0      0      0      0      0      0 #> 35       0      0     59      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0    133      0      0      0      1      0      0      0      0 #> 38       0      0      0      0      0      3      0      0      0      0 #> 39       0      0      7      0      0      0      0      0      0      0 #> 40       0      0      9      0      0      0      0      0      0      0 #> 41       0      0      4      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      7    169      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      1      0      0      0     11 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      7      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      1      0      0 #> 55       0      0      0      0      0      1      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0     11      0      0      0      0      0     13      0      0 #> 58       0      0      1      0      0      0      0      0      0      0 #> 59       0      0      1      0      0      0      0      0      0      3 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      4      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0     15      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV822 ASV823 ASV824 ASV826 ASV827 ASV828 ASV829 ASV830 ASV831 ASV832 #> 1        0      0      0      0      0      0      2      0      3      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      8      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7       10      0      0      0      0      0      0      0      1    130 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10      17      0      0      0      0      0      0      0      0      0 #> 11       0      0      3      0      0      0      0      0      0      0 #> 12       0      0      1      0    250      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      2      0      0      0      0      0      0      0      0 #> 20       0      0     51      0      0      2      0      1      0      0 #> 21       0      0      0      0      0     10      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     11      0      0      0      0      0      0      0 #> 25      21      0      0      0      0      2      0      0    116     20 #> 26       0      0      0      0      0      0      0      0      0      2 #> 27       5      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      1      0 #> 29       0      0      4      0      0      1      0      0      2      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       4      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       1      0     24      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      3      0      0      0      0      0      8      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0    243      0      0      0 #> 52       0      0      6      0      0     23      0      0      0      8 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      7      0      0     29      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0     17      3      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      1      0      0      5      0      0      0      0 #> 64       0      0      0      0      0      1      0      0      1     37 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV833 ASV834 ASV835 ASV836 ASV837 ASV838 ASV839 ASV840 ASV841 ASV842 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11     248      0      0      0      0      0      0      0      0     18 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      9 #> 14       0      0      0      0      0      0      0      0      0      4 #> 15       0      1      0      0      0      0      3      0      0      1 #> 16       0      0      0      0      0      2      0      1      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      1      0      0      0      3      0      0      0      2 #> 21       0      0      0      0      0      1      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      2      0    240      0      2 #> 25       0      0      0      0      0      1      0      0      0      2 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      1 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      4 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      3 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0     78 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0    248      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      1      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0     52 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      1      0      3 #> 51       0      0      0      0      0      1      0      0      0      0 #> 52       0      0      0      0      0      1      0      0      0      1 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0    217      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      1      0      0    187      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      3      0      0      0      0      1      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0     20      0      2      0      4 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV843 ASV844 ASV845 ASV847 ASV848 ASV849 ASV850 ASV851 ASV852 ASV853 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0     12 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0     46      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14      30      0      0      0    160      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      5      0      0      0      0      0      0      0 #> 34       0      0     16      0      0      0      0      0      0      0 #> 35       0      0     59      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      6 #> 38       0      0      0      0      0      0      0      0      0      3 #> 39       0      0      7      0      0      0      0      0      0      0 #> 40       0      0     15      0      0      0      0      0      0      0 #> 41       0      0      8      0      0      0      0      0      0      0 #> 42     126      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0     79 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      5 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0     49      0      0      0      0      0      0    217      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0     81      0      0      0      0      0 #> 58       0      0      2      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       1      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64      68      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      7      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV854 ASV855 ASV856 ASV857 ASV858 ASV859 ASV860 ASV861 ASV862 ASV863 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0     10      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      2      0      0      0      0 #> 7        0      0      0      0      0      0      1      0      0      0 #> 8        0      0      0      0      0      2      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      1      0      0      0      0 #> 11       0      0      0      0      0      0      0      5      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14      13      0      0      1      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16      35      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0    234      0 #> 18       0      1      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0     23      0      0 #> 22       0      0      0      0      0      1      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0    128      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0     17      0      0      0      0      7      0      0    104 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      4      0      0      0      0 #> 31       0      0      0      0      0      8      0      0      0      0 #> 32       0      0      0      0      0      1      0      0      0      0 #> 33       0      0      0      0      0     11      0      0      0      0 #> 34       0      0      0      0      0     26      0      0      0      0 #> 35       0      0      0      0      0     31      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      1      0      0      0      0 #> 40       0      0      0      0      0     22      0      0      0      0 #> 41       0      0      0      0      0     16      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0    203      0      0      0      0      0 #> 50       0      0      0      2      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0     10      0      0      0 #> 53       0    212      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      2      0      0      0      0      0 #> 57       5      0      0      1      0      0      0      0      0      0 #> 58       0      0      0      0     14      2      0      0      0      0 #> 59       0      0      0      0      0     13      0      0      0      3 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      1      0      0      0      0      1 #> 62       0      0      0      0      0      0      0      0      0     15 #> 63       0      0      0    214      0      0      0      0      0      0 #> 64       0      0      0      0      0      0     48      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0    203      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      4      0      0      0      0    111 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV865 ASV866 ASV867 ASV868 ASV869 ASV870 ASV873 ASV874 ASV875 ASV876 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0     63      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      2      0      1      0 #> 9        0      0      0      0      0    152      0      0      0      1 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      1      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      9      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      1 #> 28       0      0      0      0      0      0     78      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      1      0 #> 40       0      0      0      0      0      0      3      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      3 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50      19      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0    104      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      4 #> 61       1      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      2      0      0      0 #> 63       0      0      0      0      0      0      0      0      3      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      4 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV877 ASV878 ASV879 ASV880 ASV883 ASV884 ASV887 ASV888 ASV890 ASV891 #> 1        0      0      0      0      0      0      2      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      1      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      3      0      3      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      3      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       7      0      0      0      0      0      2      0      0      0 #> 12       0      0      0      2      0      0      1      0      0      0 #> 13      30      0      0      0      0      0      4      0      0      0 #> 14      43      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      7      0      0      3      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      2 #> 20       0      0      0      0      0      0     16      0      0      0 #> 21       0      0      0      0      0      0      2      0      0      0 #> 22       0      0      0      0      0      3      0      6      0      0 #> 23       0      0      0      0      0      0      0      0      0      1 #> 24       8      0      0      0      0      0     31      0      0      0 #> 25       5      0      0     52      0      0      6      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       5      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29      14      0      0      0      0      0      2      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      6      0      5      0      0 #> 34       0      0      0      0      0     26      0     19      0      0 #> 35       0      0      0      0      0     39      0     41      0      0 #> 36       0      0      0      0    216      0      0      0      0      0 #> 37       0      0      0      1      0      0      1      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      7      0      9      0      0 #> 40       0      0      0      0      0     18      0     12      0      0 #> 41       0      0      0      0      0     15      0     10      0      0 #> 42      15      0      0      0      0      0      1      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0     84      0      0      0      0      0      0      0 #> 47      35      0      0      8      0      0      0      0      0      0 #> 48       0      0     70     10      0      0      0      0      0      0 #> 49       0      0      0      0      7      0      0      0      0      0 #> 50      32      0      3      1      0      0     12      0      0      0 #> 51       0      0      0      0      0      0     14      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      1      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0    225      0      0      0      0      0      0      0      0 #> 57       0      0      5      0      0      0     14      0      0      0 #> 58       0      0      0      0      0      4      0      5      0      0 #> 59       0      3      0      0      0      2      0      1      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       3      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      5      0      0      0 #> 63       7      0      0     25      0      0     32      0      0      0 #> 64       0      0      0      0      0      0      2      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      7 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV892 ASV895 ASV897 ASV898 ASV899 ASV900 ASV901 ASV902 ASV903 ASV904 #> 1        0      0     39      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      2      0      0      0      0      0      0      0 #> 4        0      0      6      0      0      0      0      0      5      1 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        1      0      0      0      0      0      0      0      0      0 #> 7        0      0      1      0      0      0      0      0      0      1 #> 8        0      0      0    201      0      0      0      0      0      0 #> 9        0      0      0      0    210      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      4      0      0      0      0      0      0      0 #> 12       0      0      0      0      0    217      0      0      0      0 #> 13       0      0      5      0      0      0      0      0      0      0 #> 14       0      0      1      0      0      0      0      0      0     33 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      5      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      2      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      2      0      0      0      0      0      0      5 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     39      0      0      0      0      0      0      5 #> 25       0      0      0      0      0      0      0      0    200      0 #> 26      17    206      0      0      0      0     42      0      0      0 #> 27       0      0      0      0      0      0      4      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34      58      0      0      0      0      0     11      0      0      0 #> 35       0      1      0      0      0      0      0      0      0      0 #> 36       0      0      0      4      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0     88      0      0 #> 38       0      0      0      0      0      0      0      0      0      1 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      6      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0     11 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      3 #> 50       0      0      0      0      0      0      0      0      8      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      1      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      4      0      0      0      0      0      0      3 #> 58       0      0      0      0      0      0      0      0      0      3 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      1      0      0      0      0      0      0      2 #> 61       0      0      0      0      0      0      0      0      0      1 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      7      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      5      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV905 ASV906 ASV907 ASV908 ASV909 ASV910 ASV911 ASV913 ASV914 ASV915 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      2      0      0      0      0      0      0      0      0 #> 4        0      5      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      2      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      1      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0    163 #> 13       0     24      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       1      2      0      0      0    210      0      0      0      4 #> 21       0      0     25      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0     22      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      9      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      9      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      3      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0     40      0 #> 35       0      0      0      0      1      0      0      0     44      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0     51      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      5      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      1      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      4      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      4      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0     12      0      0      0      0      0 #> 57       0      4      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      1      0      0      0 #> 60       0      1      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      1      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0    188      0      0      0      0      0      4      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV916 ASV917 ASV918 ASV919 ASV920 ASV921 ASV922 ASV923 ASV924 ASV925 #> 1        0      0      0     31      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0    208 #> 3        0      0      0      0      0      0      1      0      0      0 #> 4        0      0      0      5      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      2      0      0      0      0      0      0 #> 12       0      0      0      2      0      0      0      1      0      0 #> 13       0      0      0      8      0      0      0      4      0      0 #> 14       0      0      0      2     65      0      0      1      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      2      0      0      0      0      0      0 #> 21       0      0      0      3      0      4      0     13      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       1      0      0     26      0      0      0     20      0      0 #> 25       0      0      0      0      0      2      1      0      0      0 #> 26       0      0      0      0      0      4      0      0      0      0 #> 27       0      0      0      0      0    106      0      0      0      0 #> 28      15      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34      25      0      0      0      0      0      0      0      0      0 #> 35       6      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       1      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      2     95      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0     10      0      0 #> 48       0      0      0      0      0      0      2     57      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0     10      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      3      0      0      0      0      0 #> 53       0      0      0      0      0      4      0      0      0      0 #> 54       0      0      0      0      6      0      2      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      6      0      0      0      0 #> 57       0      1      0      5      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      1      0      0      0      0      0      0 #> 61       0     11      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      7      0      0      1      7      0      0 #> 64       0      0      0      0     32      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV926 ASV927 ASV928 ASV929 ASV930 ASV931 ASV932 ASV934 ASV935 ASV936 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0    206      0      0      0      0      2      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      6      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       3      4      0      0      0      0      0      0      0     20 #> 12       0      0      0      0      0      0      0      0      5      0 #> 13     104      0      0      0      0      0      0      0      0     29 #> 14      58      0      0      0      0      0      0      0      0      7 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      8      0      0      0      0      0      0      0      1 #> 21       0      0      0      0     11      0     14      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      4      0      0      0 #> 25       1      0      0      0      0      0      0      0      0      4 #> 26       0      0      0      0     12      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0     68      0      0      0      0      0 #> 29       3      0      0      0      0      0      0      0      0      5 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      6      0      2      2 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      5      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       2      1      0      0      0      0      0      0      0     84 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      1      0     10      0 #> 47      18      7      0      0      0      0     21      0      0     39 #> 48       0      0      0      0      0      0      0      2      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0     11      0      0      6 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      4      0      0      0      0      0      0      2      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       1      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0    199      0      0    205      0      0      0      0 #> 57       0      0      0      0      0      0    134      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       1      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      1      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0     38      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV937 ASV938 ASV939 ASV940 ASV941 ASV942 ASV943 ASV944 ASV945 ASV946 #> 1        0      0      0      0      0      0      0      0      0    197 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0    128      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      1      0      0      0      0      0      0 #> 10       0      0      0      0      1      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0    196      0      0      2      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      1      0      0      0      0      0      0      0 #> 24      19      0      0      0      0      0      1      0      0      0 #> 25       0      0      2      0      0      0      0      0      0      0 #> 26       0      0      0      0    113      0      0      0      0      0 #> 27       0      5      0    197      8      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       2      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37      58      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0     15      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       2      0      0      0      0      0    107      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      1      0      0      0      0      0      0      0      0 #> 53       0    193      0      1      0      0      0      0      0      0 #> 54       2      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      1      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63      28      0      0      0      0      0     64      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV947 ASV948 ASV949 ASV950 ASV951 ASV952 ASV953 ASV955 ASV956 ASV957 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      7      0      0      0 #> 3        0      0      0      0      0      0     53      0      0      0 #> 4        0      0      0      0      0      0     26      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      3      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       1      0      0      0      0      0      0      0      0      0 #> 12      32      0     13      0      0      0      8      0      0      0 #> 13       0      0      0      1      0      0     77      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       4      0      2      0      0      0      0      0      0      0 #> 18      59      0      0      0      0      0      0      0      0      0 #> 19       0      0    179      0      0      0      0      0      0      0 #> 20       0      0      0    174      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       1      0      2      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      1      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42      39      0      0      0      0      0      0      0    194      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0     10      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      1      0      1      0      0      0      0      0      0 #> 51      60      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0    194 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0    191      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       1      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV958 ASV959 ASV960 ASV961 ASV962 ASV963 ASV964 ASV966 ASV967 ASV968 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      6      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14      52      0      0      2      0      0      0      0      0      0 #> 15       0      0      0      0      0      1      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0    133      0      0      0 #> 20       0      1      0      0      0      9      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      2      0      4      0      0 #> 27       0      0      0      0      0     93      0      0     79      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       6      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      1      0      0 #> 34       0      0      0      0      0      0      0     11      0      0 #> 35       0      0      0      0      0      0      0     36      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      4      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      2      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       1      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       3      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0     34      0      0      0      0      0 #> 53       0      0      0      0      0      5      0      0      0      0 #> 54       8    191      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      6      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      4      0      0      0      0      0 #> 61       5      0      0      0      1      0      0      0      0      0 #> 62       0      0      0      0     94      0      0      0      9      0 #> 63      20      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0     45      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0     98      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV969 ASV970 ASV971 ASV972 ASV973 ASV974 ASV975 ASV976 ASV977 ASV978 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2       92      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0     44      0      0      0 #> 5        0      9      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      1      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      1      0      0      0      0      0 #> 18       0      0      0      0      0      0      2      0      0      0 #> 19       0      0      0      0      5      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       4      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      3      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0    183      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      2      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      2      0      0     28      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46      11      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      9      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      1      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV979 ASV980 ASV981 ASV983 ASV984 ASV985 ASV986 ASV987 ASV988 ASV989 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      1      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        2      0      0      0      0      0      2      0      0      3 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      1      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0    176      0      0 #> 11       0      0      0      0      5      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      3 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0     83      0      0      0      0      0      0      0      3 #> 18       0     23      0      0      0      0      0      0      0      6 #> 19       0     70      0      0      0      0      0      0      0      1 #> 20       0      0      1      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      1 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      2 #> 25       0      0      0      1      0      0      0      0      0      0 #> 26       0      0      1      0      0      0      0      0      0      0 #> 27       0      0    112      2      7      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      3      0      1      0      0      0      0      0     24 #> 38       0      0      0      0      0      0      0      0      0     16 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      2      9 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0    135      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49     164      0      0      0      0      0    160      0      0      0 #> 50       0      0      0      0      1      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      2 #> 52       0      0      0      2      0      0      0      0      0      0 #> 53       0      0      3    163      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      2 #> 56       0      0      2      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0     18      0 #> 58       7      0      0      0      0      0      4      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      1      0      0      0 #> 61       0      0      0      0      0      0      2      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       7      0      0      0      4      0      9      2      0      0 #> 69       0      0      0      0    136      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV990 ASV992 ASV993 ASV994 ASV995 ASV996 ASV997 ASV998 ASV999 ASV1000 #> 1        0      0      0      0      0      0      0      0      0       0 #> 2        0      0      0      0      0      0      0      0      0       0 #> 3        0      0      0      0      0      0      0      0      0       0 #> 4        0      0      0      0      0      0      0      0      0       0 #> 5        0      0      0      0      0      0      0      0      0       0 #> 6        0      0      4      0      0      0      0      0      0       0 #> 7        0      0      0      0      0      0      0      0      0       0 #> 8        7      0      0      0      0      0      0      0      0       0 #> 9        0      0      0      0      0      4      0      0      0       0 #> 10       0      0      0      0      0      0      0      0      0       0 #> 11       0      0      0      0      0      0      0    173      0       0 #> 12       0      0      0      0      0      0      0      0      0       0 #> 13       0      0      0      0      0      0      0      0      0       0 #> 14       0      0      0      0      0      0      0      0      0       0 #> 15       0      0      0      0      0      0      0      0      0       0 #> 16       0      0      0      0      0      0      0      0      0       0 #> 17       0      0      0      0      0      0      0      0      0       0 #> 18       0      0      0      0      0      0      0      0      0       0 #> 19       0      0      0      0      0      0      0      0      0       0 #> 20       0      0      0      0      0      0      0      0     84       0 #> 21       0      0      0      0      0      0      0      0      0       0 #> 22       0      0      0      0      0      0      0      0      0       0 #> 23       0      0      0      0      0      0      0      0      0       0 #> 24       0      0      0      4      0      0      0      0      0       0 #> 25       0      0      0      0      0      0      0      0      0       0 #> 26       0      0      0      0      0      0      0      0      0       0 #> 27       0      0      0     27      0    146      0      0     13       0 #> 28       0      0      0      0      0      0     11      0      0       0 #> 29       0      0      0      0      0      0      0      0      0       0 #> 30       0      0      0      0      0      0      0      0      0       0 #> 31       0      0      0      0      0      0      0      0      0       0 #> 32       0      0      0      0      0      0      0      0      0       0 #> 33       0      0      0      0      0      0      0      0      0       0 #> 34       0      0      0      0      0      0      0      0      0       0 #> 35       0      0      0      0      0      0      0      0      0       0 #> 36       3      0      0      0      0      0      0      0      0       0 #> 37       0      0      0      1      0      0      0      0      0       0 #> 38       0      0      0      0      0      0      0      0      0       0 #> 39       1      0      0      0      0      0      0      0      0       0 #> 40       0      0      0      0      0      0      0      0      0       0 #> 41       0      0      0      0      0      0      0      0      0       0 #> 42       0      0      0      0      0      0      0      0      0       0 #> 43       0      0      0      0      0      0      0      0      0       0 #> 44       0      0      0      0      0      0      0      0      0       0 #> 45       0      0      0      0      0      0      0      0      0       0 #> 46       0      0      0      0      0      0      0      0      0       0 #> 47       0      0      0      0      0      0      0      0      0       0 #> 48       0      0      0      0      0      0      0      0     23       0 #> 49       0      0      0      0      0      0      0      0      0       0 #> 50       0      0      0      0      0      0      0      0      0       0 #> 51       0      0      0      0      0      0      0      1      0       0 #> 52       0      0      0      0      0      0      0      0      0       0 #> 53       0      0      0      0      0      0      0      0      0       0 #> 54       0      0      0      0      0      0      0      0      0       0 #> 55       0      0      0      0      0      0      0      0      0       0 #> 56       5      0      0      1      0      0      0      0      0       0 #> 57       0      0      0      0      0      0      0      0      0       0 #> 58       0      0      0      0      0      0      0      0      0       0 #> 59       0      0      0      0      0      0      0      0      0       0 #> 60       0      0      0      0      1      0      0      0      0       0 #> 61       0      0      0      0      0      0      0      0      0       0 #> 62       0      0      0      0      0      0      0      0      0       0 #> 63       0      0      0      0      0      0      0      0      0       0 #> 64       0      0      0      0      0      0      0      0      0       0 #> 65       3      0      0      0      0      0      0      0      0       0 #> 66       0      0      0      3      0      0      0      0      0       0 #> 67       0      0      0      0      0      0      0      0      0       0 #> 68       0      0      0      0      0      7      0      0      0       0 #> 69       0      0      0      0      0      0      0      0      0       0 #> 70       0      0      0      0      0      0      0      0      0       0 #>     ASV1001 ASV1002 ASV1003 ASV1004 ASV1005 ASV1006 ASV1007 ASV1008 ASV1010 #> 1         0       0       0       1       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0      68       0       8 #> 5         0       0       0       7      61       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        5       0       0       1       0       0       0       0       0 #> 12        2       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       3       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       4       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20       38       0       0       0       0       0      19       0       0 #> 21        1       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24       50       1       0       4       0       0       3       0       0 #> 25        2      25      93       0       0       0       0       6       0 #> 26        0       0       0       1       0       0       0       0       0 #> 27        0       0       0       1       0       0       0       0       0 #> 28        0       0       0     126      45       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       1       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       1       0       0       0       0       0 #> 37        0      36       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       4       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        1       1       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0      95       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       2       0     143 #> 50        1       0       0       0       0       0       1       1       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        1       1       0       0       0       0       0       0       0 #> 53        0       0       0       0       0     109       0       0       0 #> 54        0       0       0       0       0       3       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       7       0       1       0       0 #> 58        0       0       0       0       0       0       0       0      13 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       2       0      10       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0      10       0       4 #> 63        4       0       0       0       0       0       1       9       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       1       4       1       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       1 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1011 ASV1013 ASV1014 ASV1015 ASV1016 ASV1017 ASV1018 ASV1020 ASV1021 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       3       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       1      14       0       0       0       0 #> 5         5       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       1       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       2 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0      35       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       3       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        1       0       0       0       0       0       4       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       8       0       0 #> 25        0       0       0     165       0       0       2       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       2       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       4       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        4       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       1       0 #> 42        0       0       0       0      46       0       0       0       0 #> 43        0       0       0       0       0       0       0       1       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0     163       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       2       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       4       0       0 #> 51        0       0       0       0       0       0       2       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        4       0       0       0       0       0       0       0     165 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0      14       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       4       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       6       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       3       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0      80       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1022 ASV1023 ASV1024 ASV1025 ASV1026 ASV1027 ASV1028 ASV1029 ASV1030 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0      26       0 #> 3         0       0       0       0     161       0       0       0       0 #> 4         0       0       0       0       0       1       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0      88       0       3 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11       14       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       5       0       0 #> 13       23       0       0       0       0       0       0       0       0 #> 14        2       0       0       0       0       0       0       1       0 #> 15        2       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        2       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       3 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        4       0       0       0       0       0       0       0      57 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        1       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       4       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42       29       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47       48       0       0       0       0       0       0       0      20 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        9       0       0       0       0       0       0       0       2 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0      32       0       2       6 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       1       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0     160       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       2 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       2       5       8       0 #> 61        0       0       0       0       0       1       0       0       0 #> 62        0       0       0       0       0      40       2       0       0 #> 63        5       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1031 ASV1032 ASV1033 ASV1035 ASV1036 ASV1037 ASV1038 ASV1039 ASV1040 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0      25       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       2       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        1       0       0       0       1      23       0       0       0 #> 12        0       1     164       0       0       0       3       1       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       2       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0      14      65       0 #> 21        2       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        1      33       0       0       0       0       0       0       0 #> 27        0       3       0       0       0       0       0       0       0 #> 28        1      28       0       0       1       0       0       0     145 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       2       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34       45       0       0       0       0       0       0       0       3 #> 35        0       0       0       0       7       0       0       0       0 #> 36        0      38       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       1       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       4       1       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0      87       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0      29       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       5       0       0       0       0 #> 66        5       5       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       3       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1041 ASV1042 ASV1044 ASV1045 ASV1046 ASV1047 ASV1048 ASV1049 ASV1052 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0      12       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       3       0       0       0       2       0       0       6 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       2       0       0       3 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       8       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0      11       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       4       0       0       0       6       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0      37       0       0       2       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       3       0       0       0       3       0       0       1 #> 34        0      15       0       0       0      17       3       0      11 #> 35        0      29       0       0       0      29       0       0      21 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       6       0       0       0       5       0       0       6 #> 40        0       8       0       0       0      11       0       0      25 #> 41        0       9       0       0       0       7       0       0      14 #> 42        0       0       0       0       0       0       0       1       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49      147       0       0       0       0       0       0       0       0 #> 50        0       0       0       0      12       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0      98       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0      48       0       0       0       0 #> 58        0       0       0       0       0       1       0       0      11 #> 59        0       0       0       0       0       0       0       0       6 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       5       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1053 ASV1055 ASV1056 ASV1057 ASV1058 ASV1059 ASV1061 ASV1062 ASV1063 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       3       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0      97       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0      40      38       0       0       0 #> 14        0       0       0       0       0       2       0       0       0 #> 15        0       0       0       0       1       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       1      14       0       0       0 #> 21        0       0       0       0       0       0       0       0       4 #> 22        0       0       0       2       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0      13 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       3 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       3       0       0       0       0       0 #> 34        0       0       0      14       0       0       0       0       0 #> 35        0       0       0      41       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       1       6       0       0       1 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       2       0       0       0       0       0 #> 40        0       0       0      10       0       0       0       0       0 #> 41        0       0       0       3       0       0       0       0       0 #> 42        8       0       0       0       5       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       5       0       0       0 #> 47        0       0       0       0       0       1       0       0      10 #> 48        0       0       0       0       0       0       0       0       2 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       1       0       0       0      11 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0      38       0       0       1 #> 53        0       0       0       0       0       0       0       0       0 #> 54      146       0       0       0       0       1     158       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       1 #> 58        0       0       0       2       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       2       4       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        1       0       0       0       2       2       0     158       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1064 ASV1065 ASV1066 ASV1067 ASV1068 ASV1069 ASV1070 ASV1071 ASV1072 #> 1         0       1       0       0       0       0       0       0       0 #> 2         0       4       1       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       2       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       8       0       0       0       0     153       0       0 #> 8         0       0       0       0       0       0       0       3       0 #> 9         0       0       0      12       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       4       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       6       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0     122       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       5       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       2       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       7       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       2       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       1       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0     142       0       0       0       1       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       8       0       0       0       0 #> 58        0       0       0       0       0       0       0       0      29 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0      63       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0      21       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1073 ASV1074 ASV1076 ASV1078 ASV1079 ASV1081 ASV1082 ASV1084 ASV1085 #> 1         9       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       1       0       0       0       0       0       0       0 #> 4         0       2       0      10       0       0       4       0       3 #> 5        10       0       4       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       3       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       1       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       1       0       1       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       1       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       7       0       0       0       0       0     145       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       5       0       0       0       0       0       0       2 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0      35       0       0       0       0 #> 29        0       1       0       0       0       0       0       0       5 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       2       0       0       0       0       0       0 #> 37        4       0       0       0       0       0       0       0       0 #> 38        0       0       0       0      66       0       0       0       0 #> 39        0       0       2       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        1       0       3       0       0       0       0       0       0 #> 42        0       1       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       3 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0      14 #> 49        0       0       0       9       0       0       0       0       0 #> 50        0      14       0       0       0       0       0       0      65 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       2       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       5       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       5       0       0       0       0       0       0 #> 57        0       1       0       0       0       0       0       0       0 #> 58        0       0       0       8       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0      99       0       0      10       0       0 #> 61        0       0       0      20       0       0      75       0       0 #> 62        0       2       0       2       0       0      20       0       0 #> 63        0      64       0       0       0       0       0       0       0 #> 64        0      28       0       0       0       0       0       0       0 #> 65        0       0       1       0       0       0       1       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1086 ASV1087 ASV1089 ASV1090 ASV1091 ASV1092 ASV1093 ASV1095 ASV1096 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0      31       0 #> 3         0       0       0       0       0     146       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         3       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       3       0       0       0       0       3 #> 14        0       0       0      63       0       0       0       0       7 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0      80       0       0       0       0       0       0       0 #> 18        0      35       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        8       0       0       1       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26       41       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0      28       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34       37       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       2 #> 38        0       0       0       0       0       0       0       0       0 #> 39        2       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       2       0       0       0       5 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0      96       0 #> 47        0       0       0      20       0       0       0       0      20 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0      17       0       0       0       0       1 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       1 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       1       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       6       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0      10       0       0       0       0     145       0       0 #> 62        0       0       0       0       0       0       1       0       0 #> 63        0       0       0       0       0       0       0       0      97 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66       10       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1097 ASV1098 ASV1099 ASV1100 ASV1101 ASV1102 ASV1103 ASV1104 ASV1105 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       1       0       0       0       0       0 #> 3         0       0       0       1       0       0       0       0       0 #> 4         0       0       0       2       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0      30       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       2       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0     144       0       0       0 #> 21        0       0       0       0       0       0       0       0       1 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       4       0       0 #> 27        5       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0     142 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       2       0       0 #> 34        0       0       0       0       0       0       2       0       0 #> 35        0       0       0       0       0       0      24       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       1       0       0       0       0 #> 38      110       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       9       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0     145       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0     106       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0      15       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1107 ASV1108 ASV1109 ASV1110 ASV1111 ASV1112 ASV1114 ASV1115 ASV1116 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       1       0       0       0       0       0       0       0 #> 4         0       1       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       1       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       1       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       4       1       1       0       0       0       1 #> 12        1       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       1       0       0       0       0       0       0       0 #> 17        0       3       0       0       0       0       0       0       0 #> 18        0       2       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       1       0       0       0       0       0 #> 25        0       0       0       6       0       0       1       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       2       8       0       0       4       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0      10       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       3       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0      77       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       3       0       0       0 #> 40        0       0       0       0       0      10       0       0       0 #> 41        0       0       0       0       0       3       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       9       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       1       0       5       0       0       0       0       0 #> 53        0       0       0      82      36       0       0       0       0 #> 54        0       0       0       0       0       0     132       0       0 #> 55        0      33       0       0       0       0       0       0       0 #> 56        0       0       0       8       0       0       0       0       0 #> 57        0       5       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       1       0       0       7       0       0       0 #> 60        0       1       0       0       0       0       0       0       0 #> 61        0       0       0       0       2       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       1       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       8       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       2       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1117 ASV1118 ASV1120 ASV1121 ASV1122 ASV1124 ASV1125 ASV1126 ASV1127 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       6       0 #> 5         0       0       0       0       0       0       0       0       1 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       1 #> 12      140       0       0       0       0     139       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0     140       0       0       0       0       0       1       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       4       0       0 #> 28        0       0      64       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       5       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0     134       0       0 #> 54        0       0       0      62       0       0       0       0     136 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       1       0       0       0     102       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0      11       0 #> 61        0       0       0      18       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0      26       0       0       0       0 #> 66        0       0       9       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1128 ASV1129 ASV1131 ASV1132 ASV1133 ASV1134 ASV1135 ASV1137 ASV1138 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0      32       0       0       0       0       1      24 #> 5         0       0       0       0       0       0       0       0       0 #> 6         5       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         2       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0     136       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       1       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       2       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       1 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        3       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0     133       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0      16       0 #> 28        0       0       0       0       0       0       3       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        9       0       0       0       0       0       0       0       0 #> 34        9       0       0       0       0       0       0       0       0 #> 35        2       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       1       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        8       0       0       0       0       0       0       0       0 #> 40       13       0       0       0       0       0       0       0       0 #> 41       13       0       0       0       0       0       0       0       0 #> 42        0       9       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0      56 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0     101       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       1       0       0       0 #> 51        0       0       0       0       0       0     134       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       1       0       0       0       0       0       0       0 #> 58        6       0       0       0       0       0       0       0      12 #> 59        9       0       0       0       0       0       0       0       0 #> 60        0       0      14       0       0       0       0      91       0 #> 61        0       0       0       1       0       0       0       3       0 #> 62        0       0      65       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        3       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        2       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1139 ASV1141 ASV1143 ASV1144 ASV1146 ASV1147 ASV1148 ASV1150 ASV1151 #> 1         0       0       0       0       0       0       0       0      11 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       4       0       0       0       0       4 #> 6         0       0       0       0       0       0       0       0       0 #> 7        55       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0     132       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       1       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0     130       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       1       0       0       0 #> 37        4       0       0       0       0       0       0       0       6 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       1 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0     132       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        5       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        4       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0      12       0       0 #> 54        0       0     131       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       1 #> 57       15       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       2       0       0       0     124       0 #> 60       16       0       0       0       0       0       0       0       0 #> 61        4       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0     113       0       0       0       1       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       9       0 #>     ASV1152 ASV1154 ASV1155 ASV1156 ASV1157 ASV1158 ASV1159 ASV1160 ASV1161 #> 1         0       0       0       0       0       0       0       0       0 #> 2        83       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         1       0       7       0       0       4       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       1       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       1       0       5       0 #> 12        0       0       0       5       0       0       0       1       0 #> 13        0     115       0       0       0       0       0       0       1 #> 14        0       0       1      14       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0      18       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       6       0       0 #> 26        0       0       0      20       0       0       0       0       0 #> 27        0       0       0       0       0       0      95       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        1       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0      94       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       2       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       5       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       8 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       5       0       0       0       0       0 #> 53        0       0       0       1       0       0      22       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       1       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0      12       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       6       0       0 #> 62       43       0       0       0       0       0       0       0       0 #> 63        0       0       0       1     132       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       2 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0      11       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1162 ASV1163 ASV1164 ASV1165 ASV1166 ASV1167 ASV1168 ASV1169 ASV1171 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0     129       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       2       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0      60 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0      41       0       0       0       0       0       0       0 #> 12        0       0      10       0       0       3       0       0       1 #> 13        0      25     117       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       1       0       0 #> 20        0       0       0       7       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       6       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       1       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       4 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       1 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       8       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0      67       0       0       0 #> 54      120       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0      38       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0      58       0       0       0       0       0       0       0 #> 62        0       0       0       0       0      18       0       0       3 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0     123       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1172 ASV1173 ASV1174 ASV1175 ASV1176 ASV1177 ASV1178 ASV1179 ASV1180 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       9       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        1       0       0       3       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13       49       0       0       0       0       0       0       0       0 #> 14       49       0       0       0       1       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       1 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       1       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       3       0       1       0       0      41 #> 21        0       0       0       0       0       0       0      35       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       7       0       6       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0      31       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       1       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        1       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       1       0       0       0 #> 53        0       0       0       0       7       0       0       0       0 #> 54        1       0       0       0       0       0       0       0      65 #> 55        0       0       0       0       0       0     127       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       1 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       2 #> 62        0       0       0       0       0       0       0       0       0 #> 63        1       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       3       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1181 ASV1182 ASV1184 ASV1185 ASV1186 ASV1187 ASV1188 ASV1189 ASV1190 #> 1         0     114     120       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0      13       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0      37       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0      29       0       0       0       0 #> 12        0       0       0       1       0     100       0       0       0 #> 13        0       0       0       1       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       1       0       0       0 #> 18        0       0       0       0       0       7       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0      10 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       1       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0      10       0       0       0       0 #> 28      126       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       1       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       7       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       1 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       6       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0      10       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       1       0       0       0       2       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       3       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0      14     111 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0      21       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1192 ASV1193 ASV1194 ASV1195 ASV1197 ASV1198 ASV1199 ASV1200 ASV1203 #> 1         5       0       0       0       0       0       0       0      88 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       4 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       2       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       2       0       0       0 #> 11        3       0       0       0       0       0       0       0       1 #> 12        0       0       0       0       0       0     118       0       1 #> 13        3       0       0       0       0       0       0       0       3 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        5       0       0       0       0       0       0      92       0 #> 17        0       2       0       0       0       0       0       0       1 #> 18        0       0       0       0       0       0       0       0       3 #> 19        0     115       0       0       0       0       0       0       0 #> 20        4       0       2       0       0       0       3       0       0 #> 21       11       0       4       0       0       0       0       0       0 #> 22        0       0       0       0       0       3       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24       13       0       0       0       0       0       0       0       2 #> 25        3       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        6       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       3       0       0       0 #> 31        0       0       0       0       0       7       0       0       0 #> 32        0       0       0       0       0       2       0       0       0 #> 33        0       0       0       6       0       2       0       0       0 #> 34        0       0       0      27       0       9       0       0       0 #> 35        0       0       0      79       0       1       0       0       0 #> 36        0       0       0       0       0       2       0       0       0 #> 37        0       3       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0      29       0 #> 39        0       0       0       0       0       6       0       0       0 #> 40        0       0       0       0       0       8       0       0       0 #> 41        0       0       0       0       0       7       0       0       0 #> 42        2       0       0       0       0       0       0       0       1 #> 43        0       0       0       0       0       4       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       1       0       0       0 #> 57       25       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       3       0       0       1 #> 59        0       0       1       0       0       2       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0      57       0       0       0       0       0       0 #> 64        9       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1204 ASV1205 ASV1206 ASV1207 ASV1208 ASV1209 ASV1210 ASV1211 ASV1212 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7        31       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0      93       0 #> 13        0       0       0       0       0       0       0       0       1 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       9 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       1       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       2       0       0       0       0 #> 25       28      43       0       0       0       0       0       0       8 #> 26        0       0       3       0       0       0       0       0       0 #> 27        0       0      11       0       0       0       0       0       1 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       7       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37       55       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0      11       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0     118       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       1       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1213 ASV1214 ASV1215 ASV1216 ASV1217 ASV1218 ASV1219 ASV1221 ASV1223 #> 1         0       0       0       6       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       3       0       0       0       0 #> 5         0       0       0      48       0       0       0       0       1 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       1       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       2       0       0       5       0       1 #> 12        0       0       0       0       0       5       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0      17       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        5       0       0       1       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       4       0 #> 26        0       0       0       1       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       1       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        3       0       0       1       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0      13       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       2       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       4       0       0 #> 55        0       0       0       0       0       0       0     105       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0     117       0       0       0       0       0       4       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       2       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       1 #> 66        1       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1224 ASV1225 ASV1226 ASV1227 ASV1228 ASV1229 ASV1230 ASV1231 ASV1232 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       3       0       0 #> 3         0       0       0       0       0       0       0       2       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       1       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       1 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       2       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        5       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       8       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        1       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24       35       0       0       0       0       0       1       0       0 #> 25        1       0       0       0       0       0       0       7       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       6       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       4       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0      80       0       0       0       0       7       0       0 #> 48        0       0       0       0       0       0       2       4       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        5       0       0       0       0       0      35      37       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       1 #> 54        0       0       0       0       0       0       0       9       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0      94       0       0       0       0       0 #> 57       13       0       0       0      95       0      10       0       0 #> 58        0       0       0       0       0       0       0       0       1 #> 59        0       0       0       5       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       1 #> 61        0       0       0       0       0       0       1       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        3       0       0       0       0       0      13       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       2 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1233 ASV1234 ASV1235 ASV1236 ASV1238 ASV1239 ASV1241 ASV1242 ASV1243 #> 1         0       0       0      11       0       0       0       6       0 #> 2         0       0       0       0       1       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0      47       0       0       0       0       1 #> 6         0       0       0       0       0       1       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11       34       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0      26       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        4       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0      24       0       0       0 #> 27        0       0       0       0       0       0       0       0       4 #> 28        0       0       0       2       0       0       0       0       1 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0      23       0       0       0 #> 35        0       0       0       0       0       0       0       0       2 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0      53       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        4       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       1       0       0       1       0       0       0       0 #> 51        0       0       0       0       0       0       0     105       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       3       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        3       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       6       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0     100       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        2       0       0       1       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1245 ASV1246 ASV1247 ASV1251 ASV1252 ASV1253 ASV1254 ASV1255 ASV1257 #> 1         0       5       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       2 #> 4         0       0       1       0       0       0       0       0       0 #> 5         0       5       2       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0      10       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0      58       3       0       0       0 #> 12        0       0       0       0       0       0       2       0       0 #> 13        0       0       0       0      40       2       0       0       0 #> 14        0       0       0       0       0       0       3       0       0 #> 15        0       0       0       0       1       8       0       0       0 #> 16        0       0       0       0       0       0       0       0      67 #> 17        0       0       0       0       0       0       0       0      11 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       1 #> 20        0       0       0       0       0       9       0     109       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       1       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28       36       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       9       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        2       0       0       0       0       0       0       0       0 #> 37        0       1       0       0       0       3       8       0       0 #> 38        0       0       0       0       0       0       0       0       3 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0      21       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48       12       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       1       0       0       0      11 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0      18       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       2       0       0 #> 55        0       0       0       0       0      67       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       1       0       0       0       0       0       0 #> 61        0       0       0       0       7       0       0       0       0 #> 62        0       0      66       0       0       0       0       0       0 #> 63        0       0       0       0       1       0       0       0       0 #> 64        1       0       0       0       0       1       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1258 ASV1259 ASV1260 ASV1261 ASV1262 ASV1263 ASV1264 ASV1265 ASV1266 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       1       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       7       0       0       0       0 #> 5         0       0       0       0       0       1       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         1       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        1       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0      12       0       0      85       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       2       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        7       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        2       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       5       0      15       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       2       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0      20       0 #> 39        0       0      23       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       1       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0      33       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       6       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        1       0      10       0       0       0       0       0       0 #> 57        0       0       0       2       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0      99       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       9       0       0       0      91       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1267 ASV1268 ASV1269 ASV1270 ASV1271 ASV1272 ASV1273 ASV1274 ASV1275 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         4       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0      29 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0      10 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       1       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       3       2       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0      84       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       9       0       0       0       0       0       0 #> 20        0      89       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       1 #> 27        0       1       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0      12 #> 37        0       0       0       9       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       5       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       1       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0      70     102       0       0       0       0 #> 50        2       0       0       0       0       2       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       4       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       3       1       0       0       0       0 #> 57        0       0       0      10       0       2       0       0       0 #> 58        0       0       0       0       1       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62       89       0       0       1       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       1       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       2       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1276 ASV1278 ASV1279 ASV1280 ASV1281 ASV1282 ASV1283 ASV1284 ASV1285 #> 1         0       1       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0      21       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       2       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        5       2       0       0       0       0       0       0       0 #> 17        0       0       2       0       0       0       0       0       0 #> 18        0       0      13       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0      32       0       0       0       0       0       0       0 #> 25        1       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0     104       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0     104       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       1       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       4      57       0       0       0       0       0       0 #> 43        0       0       0       0       0       1       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       1       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       4       0       0 #> 51        0       6       8       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0      82       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0     102 #> 56        0       0       0       0       0       5       0       0       0 #> 57        0       2       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       1       0       0       0 #> 60        0       0       0       0       0       0       0       1       0 #> 61        0       0       0       0       0       0       0       1       0 #> 62        0       0       0       0       0       0      99       1       0 #> 63        0       2       0       0       0       0       0       0       0 #> 64        0       4       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1286 ASV1287 ASV1288 ASV1289 ASV1290 ASV1291 ASV1293 ASV1294 ASV1295 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       2       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       1       0       0 #> 13        0       0       0       0       0       0       1       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0      18       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       1       0       0 #> 19        0       0       0       0       0       0       1       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0      98       0       0       0       4       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0      67       0       0       0       0       0 #> 27        0       0       0       0       1       0       0       0       0 #> 28        0       2       0       0       1       0       0      70       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       5       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0     102 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       2       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0      17       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       3       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       1       0       0      31       0       0 #> 57        1       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       2       0       0 #> 60        0       0       0       0       0       0       4       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0      23       3       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0      91       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1296 ASV1297 ASV1298 ASV1300 ASV1301 ASV1302 ASV1303 ASV1304 ASV1305 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       1       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       2       3       0       0       0       0 #> 12        0       0       0       0       0       1       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       1       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       4       0       0 #> 26        0       0       0       0       0       0       0       6       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       5       0 #> 29        0       0       0       0       0      18       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       1       8       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       2      21       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       1       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       3       0       0     100 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61       25       0       0       0       0       2       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0      19       0       0       0       0       1       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       7       0       1       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1307 ASV1310 ASV1311 ASV1312 ASV1313 ASV1314 ASV1315 ASV1316 ASV1317 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0      59       0       0       0       0       0       0       0 #> 4         0       7       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0      12       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0      58       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0      70       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0      97       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       3       0       0 #> 17        0       1       0       0       0       0       0       0       0 #> 18        0      25       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       2       0       0 #> 21        0       0       0       0       0       0       7       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       8       0       0 #> 25        0       0      15       0       0       0      12       0       0 #> 26        0       0       0       0       3       0       0      63       0 #> 27        0       0       4       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       8       0 #> 35        0       0       0       3       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       1       0       0 #> 38        0       0       0       0       0       0       0       0       1 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       1       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       3       0       0       0       1       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       2       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57      100       0       0       0       0       0       3       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       1       0       0       0       0       7 #> 60        1       0       1       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       7       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1319 ASV1320 ASV1321 ASV1322 ASV1323 ASV1324 ASV1325 ASV1326 ASV1327 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         1       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0      91       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       7       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       1 #> 12        0       0       3       0       0       0       0       0       0 #> 13        0       0       7       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       4       0 #> 18        0       0       0       0       0       0       0       2       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        5       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       2       0       0       0       0       0       0 #> 25        0       0       5       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0      34 #> 27        0       0       2       0       0       0       0       0       0 #> 28        0       0       0      99       0       0       0       0       0 #> 29        0       0       1       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       2 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       2       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       1       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       1 #> 40        0       1       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       4       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        4       0       0       0      46       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0      29       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0      10       0       1       0       0      23       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       1       0       1       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       1 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1328 ASV1330 ASV1331 ASV1332 ASV1333 ASV1334 ASV1335 ASV1336 ASV1337 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       4       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       1       0       0       0       0       0 #> 12        0       0       0       0       0       0       1       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0      19       0       0 #> 15        0       0       0       0       0       0       0      10       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       1       0       0       0       0       0 #> 19        0       0       0       0       0       0       1       0       0 #> 20       16       0       0       0       0       0       0       1       0 #> 21        0       0       0       0       0       0       0       0       1 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       1       0       0       0       0       1 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       1       0 #> 27        0       0       0       0       0       6       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       2       0       0       3       0       0 #> 38        0      97       0       0       0       0       0       0      11 #> 39        0       0       0       0       0       4       0       0       0 #> 40        0       0       0       0       0       6       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       2 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        2       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       4       0       0       0       0       0 #> 50        0       0       0       0       0       0       1       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       2       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       2       0 #> 55        0       0       0       0       0       0       0       0       7 #> 56        0       0       0      15       0       0       0       0       0 #> 57        0       0       0       2       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       1       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       1       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       2       0       0       0       0       0 #> 64        0       0       0       0       0       0       0      31       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       1       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68       15       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1338 ASV1340 ASV1341 ASV1342 ASV1344 ASV1345 ASV1349 ASV1350 ASV1351 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0      13       0       5       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       2       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0      26       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       1       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       1       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0      19       0       0       0       0       0       0       0 #> 25        0      20       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       6       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0      11       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       1       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0      85 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       2       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        2       0       0       0       0       0       0       8       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0      32       0       0       0 #> 60        0       0       0      59       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       8       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       1       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0      19       0       0       0 #>     ASV1352 ASV1353 ASV1354 ASV1355 ASV1356 ASV1358 ASV1359 ASV1360 ASV1361 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0      92       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0      46       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0      91       0       0       0       1       0 #> 12        0       0       0       0       3       0       1       0       1 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0      17       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       9       0       0 #> 17        0       0       0       0       1       0       0       0       0 #> 18        0       0       0       0       1       0       0       0      89 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0      17       0       0 #> 25        0       0       0       0       0       0       2       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       3       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       1 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       2       0       0       0       0 #> 45        0       0       0       0      58       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       1       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       2       0       0 #> 51        0       0       0       1       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       8       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59       11       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       1       0       0 #> 61        0       1       0       0      27       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       2       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1362 ASV1363 ASV1364 ASV1365 ASV1366 ASV1367 ASV1368 ASV1369 ASV1370 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       1       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       1       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       1       0       1       0       0       0 #> 8         0       0       0       0       0       0      51       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0      89       0       0       0 #> 11        0       0       0       0      29       0       0       6       0 #> 12        0       0       0       0       0       0       0       1       0 #> 13       46       0       0       0       0       0       0       0       3 #> 14       38       0       0       0       0       0       0       0       3 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       1       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0      18      62 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       5       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       1       0       0       0       0       0 #> 25        0      89       0       0       1       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0      36       0       0       0       0 #> 28        0       0       0       2       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       1       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       1       0       0       0       1       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0      19       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0      18       0       0       0       0       5 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       1       1       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       2       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        1       0       0       0       1       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       1       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       1       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       7       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1371 ASV1372 ASV1373 ASV1374 ASV1375 ASV1376 ASV1377 ASV1378 ASV1379 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0      38 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        1       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        5       1       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27       81       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0      33       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0      69       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0      38       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0      16       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       4       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       3       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0      22       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       1       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1380 ASV1381 ASV1384 ASV1385 ASV1386 ASV1387 ASV1388 ASV1389 ASV1390 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0      29       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0      87       0       0      81       0       0       0 #> 13        0       0       0       0       0       0       1       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0      59       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        1       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       1       0       0       1       0       0       0 #> 21        0       0       0       0       2       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        3       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       1       0       0       0       0       0      22       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        1       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0      82       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       1       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54       74       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       1       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       2       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0      36       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1392 ASV1393 ASV1394 ASV1395 ASV1396 ASV1397 ASV1398 ASV1399 ASV1400 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       7       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        2       0       0       0      12       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       7       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       4       1       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       8       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       6       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0      76       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       1       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       4       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       8       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0      81 #> 57        0       0       0       0       0       4      22       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       1       0       0       2       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       3       0       0       2       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1401 ASV1402 ASV1403 ASV1404 ASV1405 ASV1406 ASV1407 ASV1408 ASV1409 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0      84       0       0       0       0       0       0       4 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0      14 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       2 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0      14       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       2 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0      24       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       1 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       3 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0      84       0       0       0       0 #> 50        0       0       0       0       0      11       0       0       1 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0      24       0       0       0       0       0       1 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       2 #> 61        0       0       0       0       0       0      84       0       0 #> 62        0       0       0       0       0      37       0       0       0 #> 63        0       0       0       0       0       0       0      83       2 #> 64        0       0       0       0       0      32       0       0       1 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1410 ASV1412 ASV1413 ASV1414 ASV1415 ASV1416 ASV1417 ASV1418 ASV1419 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0      11       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6        13       0       0       0       0       0       0       0       4 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       5       0       0       0       0       0 #> 16        0       0       0       0       0       0       0      55       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       1 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0      68       0       0       0       0 #> 30       21       0       0       0       0       0       0       0       0 #> 31        4       0       0       0       0       0       0       0       0 #> 32        6       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0      48 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       7 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0      10       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       3       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63       11       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0      17       0       0       0       0       0       0       1 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1420 ASV1421 ASV1422 ASV1423 ASV1424 ASV1425 ASV1426 ASV1427 ASV1428 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       1       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8        70       0       0       0       0       0       0       2       0 #> 9         0       3       0       0       0       0       0       0       9 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       1       2       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       8       0       0       0       0       0       0       0 #> 14        0       7       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0      38       0       0       0       0       1 #> 22        0       0       0       0       0       0       0       1       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       1       0       0       0       0       0       0      22 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       2 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       4 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       5       0 #> 34        0       0       0       0       0       0       0       8       0 #> 35        0       0       0       0       0       0       0       9       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       3       0       0       0       0       0       0      19 #> 38        0       0       0       0      53       0       0       0       0 #> 39        0       0       0       0       0       0       0       2       0 #> 40        0       0       0       0       0       0       0       6       0 #> 41        0       0       0       0       0       0       0       4       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       1 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        5       0       0       7       0       0       0       0       0 #> 48        0       5       0       0       0       0       0       0       2 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       3 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0      26       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       3       0       0       0       0       0       0       2 #> 58        6       0       0       0       0       0       0       2       0 #> 59        0       0       0       0       0      24       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       1       0       0       0       0       0       0       2 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       3       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1430 ASV1432 ASV1433 ASV1434 ASV1435 ASV1436 ASV1437 ASV1438 ASV1442 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0      12       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       1       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        1       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       3       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0      34       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0      28       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0      75       8       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       2       0 #> 29        0       0       0       1       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0      19       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0      59 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49       76       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       1       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       1       0       0 #> 60        0       0       0      19       0       0       0       0       0 #> 61        0       0       0       0      57       0       0       0       0 #> 62        0       0       0       9       0       0       0       0       0 #> 63        0       0       0       5       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0      45       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1443 ASV1444 ASV1447 ASV1448 ASV1449 ASV1450 ASV1451 ASV1452 ASV1453 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       2       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0      19       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       4       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        2       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0      78       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24       14       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       1       0      77       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        1       0       0       0       1       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0      23       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        5       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        1       0       0       0       0       0       0       0      77 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        4       0       0       0       0       0       0       0       0 #> 52        1       0       0       0       0       0       0       1       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0      52       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        8       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1454 ASV1455 ASV1456 ASV1457 ASV1458 ASV1459 ASV1460 ASV1461 ASV1462 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0      73       0       0       0       0 #> 4         0       0       0       0       3       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0      48       0       0       0 #> 13        0       0       0       0       0      16       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0      14      72       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       3       0       0      13 #> 21        0       0       0       0       0       0       0       0       4 #> 22        0       0       0       0       0       3       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       4 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       9 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       3 #> 45        0       0       0       0       0       0       0       0       0 #> 46        5       0       0       0       0       0       0       1       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       2 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       9 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       3       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       6 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1463 ASV1465 ASV1466 ASV1467 ASV1468 ASV1469 ASV1470 ASV1471 ASV1472 #> 1         0       0       8       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       4       0       0       0       0       0 #> 5         0       0       2       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       5       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0      35       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0      75      75       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        1       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34       46       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0      71 #> 37        0       0       2       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       1       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       6       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       1       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       4       0       0       0       0       0 #> 61        0       0       0      56       0       0       0       0       0 #> 62        0       0       0       3       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        3       0       0       0       0      11       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1476 ASV1477 ASV1478 ASV1479 ASV1480 ASV1481 ASV1482 ASV1483 ASV1484 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       1       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       1       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0      26       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       1 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       8       1       0       0       0       0       0 #> 12        0       0       0       0      74       0       0       1       0 #> 13        0       0       0       0       0       0       0       2       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       1       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       9       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       2       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0      44 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       6       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       3       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       1       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       1       0       0       0       0       0       0       0 #> 40        0      43       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       2       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0      32       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       7 #> 54        0       0       0       0       0       0       0       4       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       3       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       2       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0      41       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       2 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1485 ASV1486 ASV1487 ASV1488 ASV1489 ASV1490 ASV1492 ASV1493 ASV1494 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       6       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12       73       3       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0      37       0 #> 14        0       0       0       0       0       0       0       1       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0      59       3       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       3 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0      10       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       4 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       2       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       6       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0      73       0       0      30       0 #> 48        0       1       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       2       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       6 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       4       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0      24 #> 61        0       0       0       0       0       0       0       1       6 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0      54       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1495 ASV1496 ASV1497 ASV1498 ASV1500 ASV1501 ASV1502 ASV1503 ASV1504 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0      63       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0      52       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       1       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        1       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0      10       0       0       0 #> 26        0       0       0       0       0       0       9       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0      69       0 #> 29        1       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       8       0       0       0       0       0       0       0 #> 34        0      27       0       0       0       0      17       0       0 #> 35        0      26       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0      13 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       2       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       6       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48       24       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0      52       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0      11 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       2       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1507 ASV1509 ASV1510 ASV1513 ASV1515 ASV1516 ASV1517 ASV1518 ASV1521 #> 1         0       0       0       4       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       3 #> 5         0       0       0       2       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0      39       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0      64       0       0       0       0 #> 13        0       0       0       0       0       8       0       0       0 #> 14        0       0       0       0       0      21       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0      24 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       1 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       1       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       2       0       0       0       0       1 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       1       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       1       0 #> 41        0       0       0       2       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       6       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       1       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0      34 #> 56        0       0       0       0       0       0       0       2       0 #> 57        0       0       0       0       0       3       0       0       1 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        1       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0      20       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        7       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       1       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1523 ASV1524 ASV1525 ASV1526 ASV1527 ASV1528 ASV1529 ASV1531 ASV1532 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       2       0 #> 5         0       0       0       0       0       0       0       0      36 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        2       0       0       0       0       0       0       0       8 #> 12        0      66       0       0       0       0       0       0       0 #> 13        0       0      12       0       0       0       0       0       0 #> 14        0       0      13      39       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0      18       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28       11       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       1       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       4 #> 42        0       0       0       0       0       0       0       0       1 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0      40       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       1       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       1       0       0       0       0       0       0 #> 65        0       0       0       0      65       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1533 ASV1534 ASV1535 ASV1536 ASV1537 ASV1538 ASV1539 ASV1541 ASV1542 #> 1         0       0       0      15       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0      53       0       0       0       8 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0      63      63       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        3       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       2       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       2       0       0       0       0       0 #> 38        0       0       0       0       8       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       1       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0      52       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       5       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       1       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       1       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1543 ASV1544 ASV1545 ASV1546 ASV1548 ASV1549 ASV1550 ASV1551 ASV1552 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       1       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       4       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0      15       0       0       0       0 #> 18        0       0       0       0       0       0       0       0      12 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0      55       0 #> 36        0       0       0       0       0       5       0       0       0 #> 37       56       2       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       5       0       0       0 #> 42        0       4       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       8       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0      29       0       0       0       0       0       0       0 #> 51        0       0       0       0      40       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0      15 #> 57        0       0       0       0       1       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       6       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       1       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1553 ASV1554 ASV1557 ASV1558 ASV1559 ASV1560 ASV1561 ASV1562 ASV1563 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       2       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       2       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       4       0       0       0      58       1       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       2       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0      58 #> 27        0       0       0       0       0       0       0       0       0 #> 28        1       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       1       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       1       0       0       0 #> 33        0       0       0       0       0       1       0       0       0 #> 34        0       0       0       0       0       1       0       0       0 #> 35        0       0       0       0       0       2       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0      19       0       0       0       0       1       0 #> 38        0       0       0      36       0       0       0       0       0 #> 39        0       0       0       0       0       1       0       0       0 #> 40        0       0       0       0       0       1       0       0       0 #> 41        0       0       0       0       0       2       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       1       0       0       0 #> 44        0       0       0       6       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       3       0       0       0       0       0 #> 48        2       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       1       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       1       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       2       0      49       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        4       0       0       0       0       3       0       0       0 #> 59        0       0       0       0       0       1       0       2       0 #> 60       47       0       0       0       0       0       0       0       0 #> 61        0       0       3       0       0       1       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       1       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       2       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       1       0       0       0 #> 68        6       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1564 ASV1565 ASV1568 ASV1569 ASV1570 ASV1571 ASV1573 ASV1574 ASV1575 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       1       0       0       0       0       5      15 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       1      25       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       1       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0      20       0       0       0       0 #> 18        0       0       0       0       7       0       0       0       0 #> 19        0       0      27       0       2       0       0       0       0 #> 20        0       0       0      32       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       2       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       1       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       9       0       0       0 #> 29        0       0       3       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33       17       0       0       0       0       0       1       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0      46       0       0 #> 36        0       0       0       0       0       0       1       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0      24       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       4       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       3       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0      13       0       0       0       0      44       0 #> 59        0       0       0       0       0       0       0       2       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0      34       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       1       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1576 ASV1577 ASV1578 ASV1580 ASV1581 ASV1582 ASV1583 ASV1584 ASV1585 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         2       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       8       0       0       0       0       0       0       0 #> 11        0       0       1       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       5       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       3       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0      51       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0      43 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0      47       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       6       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       1       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0      19       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1586 ASV1587 ASV1588 ASV1589 ASV1591 ASV1592 ASV1593 ASV1594 ASV1595 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0      20      31       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       1       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0      12       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0      51       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       1       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0      32       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        2       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42       20       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       2       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0      55       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57       27       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       2       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        5       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0      53 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1597 ASV1600 ASV1601 ASV1602 ASV1603 ASV1604 ASV1605 ASV1606 ASV1607 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       1       1       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       2       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0      14       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       1       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       1       0       0       0       1       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       3       0       0       8       0       0 #> 25       52       0       0       0       0       0       1       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0      49       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       3       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       1       0       0       0      41 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       1       0       0 #> 48        0       0       0      20       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       4       0      39       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       1       0       0 #> 53        0       0       0       0       0       0       1       0       0 #> 54        0       0       0       0       0       0       1       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       5       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       1       0       0       5       1       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0      40       0       0       0       0       0       0 #> 69        0       0       0       0      23       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1609 ASV1610 ASV1611 ASV1612 ASV1613 ASV1614 ASV1615 ASV1616 ASV1618 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       1       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       1       0       0       0       0 #> 13        0       0       0       0       2       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18       20       0       0       2       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       6       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       1       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0      23       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       4       0       0       4       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       6       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0      44       0       0       0       2       0 #> 63        0       0       0       0      12       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0      11       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1620 ASV1621 ASV1622 ASV1624 ASV1625 ASV1627 ASV1628 ASV1629 ASV1630 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       2       0       0       0       0       0 #> 5         0       0       0      37       0       0       0       0       0 #> 6         0       0       0       0       0       0       6       0       5 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       3       0       0       0       0 #> 11        0       0       0       1       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       1       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        6       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       1       0 #> 19        3       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0      11       0       0       0       0 #> 27        0       2       0       0       5       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       2       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0      43       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0      42       0       0       0       0       0       8       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0      24       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0      43       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1631 ASV1632 ASV1633 ASV1634 ASV1635 ASV1636 ASV1638 ASV1639 ASV1641 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0      19       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0      12       1 #> 12        0      10       0       0       0       0       0       0       0 #> 13        0       0       0       0       1       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       1       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       1       0       0       1       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        3       0       0       1       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       2       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0      12       6       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       2       2       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       3       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       1       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0      33       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       2 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1642 ASV1644 ASV1645 ASV1648 ASV1649 ASV1650 ASV1651 ASV1653 ASV1654 #> 1         0      11       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       1       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8        36       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0      17       0       0       1       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       5       0       0       0       0 #> 17        0       0       0       0       0       0       0       1       0 #> 18        0       0       0       0       0       6      33       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       1       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       6       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       1       0       0       0       0       0       0 #> 50        0       0       0       0       8       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       2       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       3       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1656 ASV1657 ASV1658 ASV1661 ASV1662 ASV1663 ASV1664 ASV1665 ASV1666 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       5 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        6       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       5       0       0       0       0       0       0       0 #> 34        0       1       1       5       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       5       0       0       0       0       0 #> 37        1      18       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       1       0       0       0 #> 43        0       0       0       2       0       0       0       0       0 #> 44        1       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0      27       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       1       0       0       0       0       0 #> 57        0       0       0       0       0       0       1       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       1       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       1       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0      29       3 #> 66        0       0       1       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1667 ASV1670 ASV1671 ASV1672 ASV1673 ASV1674 ASV1677 ASV1680 ASV1681 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       2       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       1       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       1       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       1       0       0       0 #> 22        0       0       0       0       0       2       0       0       0 #> 23        0       0       0       0       0       0       0       0       2 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       2       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       1       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       1       0       0       0 #> 37        0       0       2       0       0       0       0       0       0 #> 38        0       0      21       0      22       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44       18       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       3       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       1       0       0       0 #> 57        0       0       0       0       0       0       0       0       1 #> 58        0       0       0       0       0       2       0       0       0 #> 59        0       0       0       0       0       2       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        1       0       0       0       0       2       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       2       0       0       0 #> 66        0       0       0       0       0       1       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        6       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1683 ASV1684 ASV1687 ASV1689 ASV1690 ASV1691 ASV1694 ASV1697 ASV1704 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       2       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       1       0       1       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14       18       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       2       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       2       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0      11       0       0       0       0       0       0 #> 26        0       0       0       0       0       4       0       0       0 #> 27        0       0       0       0       0       1       0       1       0 #> 28        0       1       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       2       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       3       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       3       0       0       0       0       0 #> 43        0       1       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       7       0       7       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       1       0       0       0       0      16       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        2       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1705 ASV1706 ASV1707 ASV1708 ASV1709 ASV1710 ASV1712 ASV1714 ASV1716 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       1       0       0      10       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       8       0 #> 17        0       0       0       0       0       0       0       0       8 #> 18        0       2       0       0       0       0       1       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0      10       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0      10       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       4       0       0       0       0       6       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1719 ASV1726 #> 1         0       0 #> 2         0       0 #> 3         0       0 #> 4         0       0 #> 5         0       0 #> 6         0       0 #> 7         0       0 #> 8         0       0 #> 9         0       0 #> 10        0       0 #> 11        0       0 #> 12        0       2 #> 13        0       0 #> 14        0       0 #> 15        0       0 #> 16        0       0 #> 17        0       0 #> 18        0       0 #> 19        0       0 #> 20        0       0 #> 21        0       0 #> 22        0       0 #> 23        0       0 #> 24        0       0 #> 25        0       0 #> 26        0       0 #> 27        0       0 #> 28        0       0 #> 29        0       0 #> 30        0       0 #> 31        0       0 #> 32        0       0 #> 33        0       0 #> 34        0       0 #> 35        0       0 #> 36        0       0 #> 37        0       0 #> 38        0       0 #> 39        0       0 #> 40        0       0 #> 41        0       0 #> 42        0       0 #> 43        0       0 #> 44        0       0 #> 45        0       0 #> 46        0       0 #> 47        0       0 #> 48        0       0 #> 49        0       0 #> 50        0       0 #> 51        0       0 #> 52        0       0 #> 53        0       0 #> 54        0       0 #> 55        0       0 #> 56        0       0 #> 57        0       0 #> 58        0       0 #> 59        0       0 #> 60        0       0 #> 61        0       0 #> 62        0       0 #> 63        0       0 #> 64        0       0 #> 65        0       0 #> 66        0       0 #> 67        0       0 #> 68        0       0 #> 69        0       0 #> 70        0       0 #>  [ reached getOption(\"max.print\") -- omitted 115 rows ]"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"Note taxa order physeq object tree locked order leaf phylogenetic tree.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"","code":"reorder_taxa_pq(physeq, names_ordered, remove_phy_tree = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. names_ordered (required): Names taxa (must taxa taxa_names(physeq)) given order remove_phy_tree (logical, default FALSE) TRUE, phylogenetic tree removed. ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"","code":"data_fungi_ordered_by_genus <- reorder_taxa_pq(   data_fungi,   taxa_names(data_fungi)[order(as.vector(data_fungi@tax_table[, \"Genus\"]))] )  data_fungi_mini_asc_ordered_by_abundance <- reorder_taxa_pq(   data_fungi_mini,   taxa_names(data_fungi_mini)[order(taxa_sums(data_fungi_mini))] )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Ridge plot of a phyloseq object — ridges_pq","text":"","code":"ridges_pq(physeq, fact, nb_seq = TRUE, log10trans = TRUE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ridge plot of a phyloseq object — ridges_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines nb_seq (logical; default TRUE) set FALSE, number ASV count. Concretely, physeq otu_table transformed binary otu_table (value different zero set one) log10trans (logical, default TRUE) TRUE, number sequences (ASV nb_seq = FALSE) log10 transformed. ... params passed ggridges::geom_density_ridges()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Ridge plot of a phyloseq object — ridges_pq","text":"ggplot2 plot  bar representing number sequence en taxonomic groups","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Ridge plot of a phyloseq object — ridges_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Ridge plot of a phyloseq object — ridges_pq","text":"","code":"if (requireNamespace(\"ggridges\")) {   ridges_pq(data_fungi_mini, \"Time\", alpha = 0.5, log10trans = FALSE) + xlim(c(0, 1000)) } #> Loading required namespace: ggridges #> Scale for x is already present. #> Adding another scale for x, which will replace the existing scale. #> Picking joint bandwidth of 40.1 #> Warning: Removed 99 rows containing non-finite outside the scale range #> (`stat_density_ridges()`).  # \\donttest{ if (requireNamespace(\"ggridges\")) {   ridges_pq(data_fungi_mini, \"Time\", alpha = 0.5, scale = 0.9)   ridges_pq(data_fungi_mini, \"Sample_names\", log10trans = TRUE)    ridges_pq(data_fungi_mini,     \"Time\",     jittered_points = TRUE,     position = ggridges::position_points_jitter(width = 0.05, height = 0),     point_shape = \"|\", point_size = 3, point_alpha = 1, alpha = 0.7,     scale = 0.8   ) } #> Picking joint bandwidth of 0.428  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"rotl wrapper for phyloseq data — rotl_pq","title":"rotl wrapper for phyloseq data — rotl_pq","text":"Make phylogenetic tree using ASV names physeq object Open Tree Life tree.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"rotl wrapper for phyloseq data — rotl_pq","text":"","code":"rotl_pq(physeq, species_colnames = \"Genus_species\", context_name = \"All life\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"rotl wrapper for phyloseq data — rotl_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. species_colnames (default: \"Genus_species\"): name column species binominal name stored @tax_table slot. Can also vector two columns names e.g. c(\"Genus\", \"Species\") context_name : can bue used select part Open Tree Life. See ?rotl::tnrs_contexts() available values","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"rotl wrapper for phyloseq data — rotl_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"rotl wrapper for phyloseq data — rotl_pq","text":"function mainly wrapper work others. Please make reference rotl package use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"rotl wrapper for phyloseq data — rotl_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"rotl wrapper for phyloseq data — rotl_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"rotl\")) {   tr <- rotl_pq(data_fungi_mini, species_colnames = \"Genus_species\")   plot(tr)    tr_Asco <- rotl_pq(data_fungi, species_colnames = \"Genus_species\", context_name = \"Ascomycetes\")   plot(tr_Asco) } #> Loading required namespace: rotl #> Error in tnrs_match_names(taxa_names_rotl): could not find function \"tnrs_match_names\" # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":null,"dir":"Reference","previous_headings":"","what":"Create sample data without adjusting row/sample names — sample_data_stable","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"phyloseq::sample_data() change sample names row names .character(seq(1, row(object))). function instead keeps names .","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"","code":"sample_data_stable(object)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"object \"data.frame\"-class object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"","code":"x <- data.frame(var1 = letters[1:3], var2 = 7:9) rownames(x) #> [1] \"1\" \"2\" \"3\" sample_data(x) #>     var1 var2 #> sa1    a    7 #> sa2    b    8 #> sa3    c    9 MiscMetabar:::sample_data_stable(x) #>   var1 var2 #> 1    a    7 #> 2    b    8 #> 3    c    9"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"","code":"sample_data_with_new_names(   file_path,   names_of_samples,   samples_order = NULL,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"file_path (required) path sample_data file names_of_samples (required) vector sample names samples_order Optional numeric vector sort sample names ... arguments passed utils::read.delim() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"data.frame file_path new names","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"","code":"sam_file <- system.file(\"extdata\", \"sam_data.csv\", package = \"MiscMetabar\") sample_data_with_new_names(sam_file, paste0(\"Samples_\", seq(1, 185))) #>                                             X      Sample_names   Tree_name #> Samples_1      A10-005-B_S188_MERGED.fastq.gz    A10-005-B_S188     A10-005 #> Samples_2      A10-005-H_S189_MERGED.fastq.gz    A10-005-H_S189     A10-005 #> Samples_3      A10-005-M_S190_MERGED.fastq.gz    A10-005-M_S190     A10-005 #> Samples_4        A12-007_S191_MERGED.fastq.gz      A12-007_S191     A12-007 #> Samples_5        A12-007-B_S2_MERGED.fastq.gz      A12-007-B_S2     A12-007 #> Samples_6          A15-004_S3_MERGED.fastq.gz        A15-004_S3     A15-004 #> Samples_7           A8-005_S4_MERGED.fastq.gz         A8-005_S4      A8-005 #> Samples_8           A9-012_S5_MERGED.fastq.gz         A9-012_S5      A9-012 #> Samples_9      AB29-ABMX-H_S6_MERGED.fastq.gz    AB29-ABMX-H_S6  AB29-abm-X #> Samples_10        AC27-013_S7_MERGED.fastq.gz       AC27-013_S7    AC27-013 #> Samples_11         AC29033_S8_MERGED.fastq.gz        AC29033_S8    AC29-033 #> Samples_12      AD26-005-B_S9_MERGED.fastq.gz     AD26-005-B_S9    AD26-005 #> Samples_13     AD26-005-H_S10_MERGED.fastq.gz    AD26-005-H_S10    AD26-005 #> Samples_14     AD26-005-M_S11_MERGED.fastq.gz    AD26-005-M_S11    AD26-005 #> Samples_15    AD30-ABMX-M_S12_MERGED.fastq.gz   AD30-ABMX-M_S12  AD30-abm-X #> Samples_16     AD32-007-M_S13_MERGED.fastq.gz    AD32-007-M_S13    AD32-007 #> Samples_17     ADABM30X-B_S14_MERGED.fastq.gz    ADABM30X-B_S14  AD30-abm-X #> Samples_18     ADABM30X-H_S15_MERGED.fastq.gz    ADABM30X-H_S15  AD30-abm-X #> Samples_19     ADABM30X-M_S16_MERGED.fastq.gz    ADABM30X-M_S16  AD30-abm-X #> Samples_20    AE30-ABM507_S17_MERGED.fastq.gz   AE30-ABM507_S17 AE30-abm507 #> Samples_21        B17-014_S18_MERGED.fastq.gz       B17-014_S18     BI7-014 #> Samples_22      B18-006-B_S19_MERGED.fastq.gz     B18-006-B_S19     B18-006 #> Samples_23    BA16-036bis_S20_MERGED.fastq.gz   BA16-036bis_S20    BA16-036 #> Samples_24     BA17-050-B_S21_MERGED.fastq.gz    BA17-050-B_S21    BA17-050 #> Samples_25     BB19-006-H_S22_MERGED.fastq.gz    BB19-006-H_S22    BB19-006 #> Samples_26      BB6-019-B_S23_MERGED.fastq.gz     BB6-019-B_S23     BB6-019 #> Samples_27      BB6-019-H_S24_MERGED.fastq.gz     BB6-019-H_S24     BB6-019 #> Samples_28      BB6-019-M_S25_MERGED.fastq.gz     BB6-019-M_S25     BB6-019 #> Samples_29       BD14-021_S26_MERGED.fastq.gz      BD14-021_S26    BD14-021 #> Samples_30      BE9-006-B_S27_MERGED.fastq.gz     BE9-006-B_S27     BE9-006 #> Samples_31      BE9-006-H_S28_MERGED.fastq.gz     BE9-006-H_S28     BE9-006 #> Samples_32      BE9-006-M_S29_MERGED.fastq.gz     BE9-006-M_S29     BE9-006 #> Samples_33      BG7-010-B_S30_MERGED.fastq.gz     BG7-010-B_S30     BG7-010 #> Samples_34      BG7-010-H_S31_MERGED.fastq.gz     BG7-010-H_S31     BG7-010 #> Samples_35      BG7-010-M_S32_MERGED.fastq.gz     BG7-010-M_S32     BG7-010 #> Samples_36        BH9-021_S33_MERGED.fastq.gz       BH9-021_S33     BH9-021 #> Samples_37     BJ17-007-M_S34_MERGED.fastq.gz    BJ17-007-M_S34    BJ17-007 #> Samples_38    BJ8-ABM-003_S35_MERGED.fastq.gz   BJ8-ABM-003_S35   BJ8abm003 #> Samples_39      BL7-006-B_S36_MERGED.fastq.gz     BL7-006-B_S36     BL7-006 #> Samples_40      BL7-006-H_S37_MERGED.fastq.gz     BL7-006-H_S37     BL7-006 #> Samples_41      BL7-006-M_S38_MERGED.fastq.gz     BL7-006-M_S38     BL7-006 #> Samples_42       BN11-041_S39_MERGED.fastq.gz      BN11-041_S39    BN11-041 #> Samples_43        BN9-002_S40_MERGED.fastq.gz       BN9-002_S40     BN9-002 #> Samples_44        BO8-002_S41_MERGED.fastq.gz       BO8-002_S41     BO8-002 #> Samples_45        BO8-005_S42_MERGED.fastq.gz       BO8-005_S42     BO8-005 #> Samples_46     BP11-001-B_S43_MERGED.fastq.gz    BP11-001-B_S43    BP11-001 #> Samples_47     BP11-001-H_S44_MERGED.fastq.gz    BP11-001-H_S44    BP11-001 #> Samples_48     BP11-001-M_S45_MERGED.fastq.gz    BP11-001-M_S45    BP11-001 #> Samples_49     BP12-025-B_S46_MERGED.fastq.gz    BP12-025-B_S46    BP12-025 #> Samples_50       BP14-006_S47_MERGED.fastq.gz      BP14-006_S47    BP14-006 #> Samples_51        BQ3-019_S48_MERGED.fastq.gz       BQ3-019_S48     BQ3-019 #> Samples_52      BQ4-018-B_S49_MERGED.fastq.gz     BQ4-018-B_S49     BQ4-018 #> Samples_53      BQ4-018-H_S50_MERGED.fastq.gz     BQ4-018-H_S50     BQ4-018 #> Samples_54      BQ4-018-M_S51_MERGED.fastq.gz     BQ4-018-M_S51     BQ4-018 #> Samples_55     BQ9ABM-002_S52_MERGED.fastq.gz    BQ9ABM-002_S52   BQ9abm002 #> Samples_56        BR8-005_S53_MERGED.fastq.gz       BR8-005_S53     BR8-005 #> Samples_57       BS14-006_S54_MERGED.fastq.gz      BS14-006_S54    BS14-006 #> Samples_58       BT-006-M_S55_MERGED.fastq.gz      BT-006-M_S55     BT7-006 #> Samples_59        BT7-006_S56_MERGED.fastq.gz       BT7-006_S56     BT7-006 #> Samples_60     BV11-002-B_S57_MERGED.fastq.gz    BV11-002-B_S57    BU11-002 #> Samples_61     BV11-002-H_S58_MERGED.fastq.gz    BV11-002-H_S58    BU11-002 #> Samples_62     BV11-002-M_S59_MERGED.fastq.gz    BV11-002-M_S59    BU11-002 #> Samples_63        BW8-003_S60_MERGED.fastq.gz       BW8-003_S60     BW8-003 #> Samples_64         C1-001_S61_MERGED.fastq.gz        C1-001_S61      C1-001 #> Samples_65      C21-NV1-B_S62_MERGED.fastq.gz     C21-NV1-B_S62    C21-nv-1 #> Samples_66      C21-NV1-H_S63_MERGED.fastq.gz     C21-NV1-H_S63    C21-nv-1 #> Samples_67      C21-NV1-M_S64_MERGED.fastq.gz     C21-NV1-M_S64    C21-nv-1 #> Samples_68         C9-005_S65_MERGED.fastq.gz        C9-005_S65      C9-005 #> Samples_69       CA12-024_S66_MERGED.fastq.gz      CA12-024_S66    CA12-024 #> Samples_70        CA9-027_S67_MERGED.fastq.gz       CA9-027_S67     CA9-027 #> Samples_71          CA9-X_S68_MERGED.fastq.gz         CA9-X_S68       CA9-X #> Samples_72      CB8-019-B_S69_MERGED.fastq.gz     CB8-019-B_S69     CB8-019 #> Samples_73      CB8-019-H_S70_MERGED.fastq.gz     CB8-019-H_S70     CB8-019 #> Samples_74      CB8-019-M_S71_MERGED.fastq.gz     CB8-019-M_S71     CB8-019 #> Samples_75        CB9-013_S72_MERGED.fastq.gz       CB9-013_S72     CB9-013 #> Samples_76        CC3-044_S73_MERGED.fastq.gz       CC3-044_S73     CC3-044 #> Samples_77        CC8-003_S74_MERGED.fastq.gz       CC8-003_S74     CC8-003 #> Samples_78        D17-011_S77_MERGED.fastq.gz       D17-011_S77     D17-011 #> Samples_79      D18-003-B_S78_MERGED.fastq.gz     D18-003-B_S78     D18-003 #> Samples_80      D18-003-H_S79_MERGED.fastq.gz     D18-003-H_S79     D18-003 #> Samples_81      D18-003-M_S80_MERGED.fastq.gz     D18-003-M_S80     D18-003 #> Samples_82     D22-NVABM1_S81_MERGED.fastq.gz    D22-NVABM1_S81 D22-nvabm-1 #> Samples_83      D61-010-B_S82_MERGED.fastq.gz     D61-010-B_S82     DG1-010 #> Samples_84       D9-027-B_S83_MERGED.fastq.gz      D9-027-B_S83      D9-027 #> Samples_85       D9-027-H_S84_MERGED.fastq.gz      D9-027-H_S84      D9-027 #> Samples_86       D9-027-M_S85_MERGED.fastq.gz      D9-027-M_S85      D9-027 #> Samples_87    DBM-ABM-001_S86_MERGED.fastq.gz   DBM-ABM-001_S86   DB1abm001 #> Samples_88      DJ2-008-B_S87_MERGED.fastq.gz     DJ2-008-B_S87     DJ2-008 #> Samples_89      DJ2-008-H_S88_MERGED.fastq.gz     DJ2-008-H_S88     DJ2-008 #> Samples_90      DJ2-008-M_S89_MERGED.fastq.gz     DJ2-008-M_S89     DJ2-008 #> Samples_91     DP4-ABM001_S90_MERGED.fastq.gz    DP4-ABM001_S90   DP4abm001 #> Samples_92   DS1-ABM002-B_S91_MERGED.fastq.gz  DS1-ABM002-B_S91   DS1abm002 #> Samples_93   DS1-ABM002-H_S92_MERGED.fastq.gz  DS1-ABM002-H_S92   DS1abm002 #> Samples_94   DS1-ABM002-M_S93_MERGED.fastq.gz  DS1-ABM002-M_S93   DS1abm002 #> Samples_95      DU3-045-B_S94_MERGED.fastq.gz     DU3-045-B_S94     DU3-045 #> Samples_96        DW4-007_S95_MERGED.fastq.gz       DW4-007_S95     DW4-007 #> Samples_97      DY5-004-B_S96_MERGED.fastq.gz     DY5-004-B_S96     DY5-004 #> Samples_98      DY5-004-H_S97_MERGED.fastq.gz     DY5-004-H_S97     DY5-004 #> Samples_99      DY5-004-M_S98_MERGED.fastq.gz     DY5-004-M_S98     DY5-004 #> Samples_100   DZ6-ABM-001_S99_MERGED.fastq.gz   DZ6-ABM-001_S99   DZ6abm001 #> Samples_101     E9-009-B_S100_MERGED.fastq.gz     E9-009-B_S100      E9-009 #> Samples_102     E9-009-H_S101_MERGED.fastq.gz     E9-009-H_S101      E9-009 #> Samples_103     E9-009-M_S102_MERGED.fastq.gz     E9-009-M_S102      E9-009 #> Samples_104  EA5-ABM-001_S103_MERGED.fastq.gz  EA5-ABM-001_S103    EAabm001 #> Samples_105    EC2-013-B_S104_MERGED.fastq.gz    EC2-013-B_S104     EC2-013 #> Samples_106   F6-ABM-001_S105_MERGED.fastq.gz   F6-ABM-001_S105    F6abm001 #> Samples_107     F7-015-M_S106_MERGED.fastq.gz     F7-015-M_S106      F7-015 #> Samples_108    FOMES19-H_S108_MERGED.fastq.gz    FOMES19-H_S108     FOMES19 #> Samples_109    FOMES19-M_S109_MERGED.fastq.gz    FOMES19-M_S109     FOMES19 #> Samples_110    H10-018-M_S110_MERGED.fastq.gz    H10-018-M_S110     H10-018 #> Samples_111 H24-NVABM1-H_S111_MERGED.fastq.gz H24-NVABM1-H_S111 H24-nvabm-1 #> Samples_112    J18-004-B_S114_MERGED.fastq.gz    J18-004-B_S114     J18-004 #> Samples_113    J18-004-H_S115_MERGED.fastq.gz    J18-004-H_S115     J18-004 #> Samples_114    J18-004-M_S116_MERGED.fastq.gz    J18-004-M_S116     J18-004 #> Samples_115    K18-002-H_S117_MERGED.fastq.gz    K18-002-H_S117     K18-002 #> Samples_116   K26-NVABM1_S118_MERGED.fastq.gz   K26-NVABM1_S118 K26-nvamb-1 #> Samples_117       L19X-B_S119_MERGED.fastq.gz       L19X-B_S119       L19-X #> Samples_118       L19X-H_S120_MERGED.fastq.gz       L19X-H_S120       L19-X #> Samples_119       L19X-M_S121_MERGED.fastq.gz       L19X-M_S121       L19-X #> Samples_120    L23-002-B_S122_MERGED.fastq.gz    L23-002-B_S122     L23-002 #> Samples_121    L23-002-H_S123_MERGED.fastq.gz    L23-002-H_S123     L23-002 #> Samples_122    L23-002-M_S124_MERGED.fastq.gz    L23-002-M_S124     L23-002 #> Samples_123      M22-001_S125_MERGED.fastq.gz      M22-001_S125     M22-001 #> Samples_124       N19X-B_S126_MERGED.fastq.gz       N19X-B_S126       N19-X #> Samples_125       N19X-H_S127_MERGED.fastq.gz       N19X-H_S127       N19-X #> Samples_126       N19X-M_S128_MERGED.fastq.gz       N19X-M_S128       N19-X #> Samples_127    N22-001-B_S129_MERGED.fastq.gz    N22-001-B_S129     M22-001 #> Samples_128    N23-002-B_S130_MERGED.fastq.gz    N23-002-B_S130     N23-002 #> Samples_129    N23-002-H_S131_MERGED.fastq.gz    N23-002-H_S131     N23-002 #> Samples_130    N23-002-M_S132_MERGED.fastq.gz    N23-002-M_S132     N23-002 #> Samples_131     N25-ABMX_S133_MERGED.fastq.gz     N25-ABMX_S133   N25-abm-X #> Samples_132   NVABM-0058_S134_MERGED.fastq.gz   NVABM-0058_S134   nvabm0058 #> Samples_133 NVABM-0163-H_S135_MERGED.fastq.gz NVABM-0163-H_S135   nvabm0163 #> Samples_134   NVABM-0397_S138_MERGED.fastq.gz   NVABM-0397_S138   nvabm0397 #> Samples_135    NVABM0216_S136_MERGED.fastq.gz    NVABM0216_S136   nvabm0216 #> Samples_136  NVABM0244-M_S137_MERGED.fastq.gz  NVABM0244-M_S137   nvabm0244 #> Samples_137      O20-X-B_S139_MERGED.fastq.gz      O20-X-B_S139       O20-X #> Samples_138      O20-X-H_S140_MERGED.fastq.gz      O20-X-H_S140       O20-X #> Samples_139      O20-X-M_S141_MERGED.fastq.gz      O20-X-M_S141       O20-X #> Samples_140    O21-007-B_S142_MERGED.fastq.gz    O21-007-B_S142     O21-007 #> Samples_141    O21-007-H_S143_MERGED.fastq.gz    O21-007-H_S143     O21-007 #> Samples_142    O21-007-M_S144_MERGED.fastq.gz    O21-007-M_S144     O21-007 #> Samples_143    O24-003-B_S145_MERGED.fastq.gz    O24-003-B_S145     O24-003 #> Samples_144    O24-003-H_S146_MERGED.fastq.gz    O24-003-H_S146     O24-003 #> Samples_145    O24-003-M_S147_MERGED.fastq.gz    O24-003-M_S147     O24-003 #> Samples_146    O26-004-B_S148_MERGED.fastq.gz    O26-004-B_S148     O26-004 #> Samples_147    O26-004-H_S149_MERGED.fastq.gz    O26-004-H_S149     O26-004 #> Samples_148    O26-004-M_S150_MERGED.fastq.gz    O26-004-M_S150     O26-004 #> Samples_149      O27-012_S151_MERGED.fastq.gz      O27-012_S151     O27-012 #> Samples_150     O9-005-B_S152_MERGED.fastq.gz     O9-005-B_S152      C9-005 #> Samples_151    P19-023-M_S153_MERGED.fastq.gz    P19-023-M_S153     P19-023 #> Samples_152    P27-015-M_S154_MERGED.fastq.gz    P27-015-M_S154     P27-015 #> Samples_153   P27-ABM001_S155_MERGED.fastq.gz   P27-ABM001_S155  P27-abm001 #> Samples_154 Q27-ABM003-B_S156_MERGED.fastq.gz Q27-ABM003-B_S156  Q27-abm003 #> Samples_155     R25-ABMX_S157_MERGED.fastq.gz     R25-ABMX_S157   R25-abm-X #> Samples_156    R28-008-B_S158_MERGED.fastq.gz    R28-008-B_S158     R28-008 #> Samples_157    R28-008-H_S159_MERGED.fastq.gz    R28-008-H_S159     R28-008 #> Samples_158    R28-008-M_S160_MERGED.fastq.gz    R28-008-M_S160     R28-008 #> Samples_159      T28-011_S161_MERGED.fastq.gz      T28-011_S161     T28-011 #> Samples_160 T28-ABM602-B_S162_MERGED.fastq.gz T28-ABM602-B_S162  T28-abm602 #> Samples_161   U27-ABM002_S163_MERGED.fastq.gz   U27-ABM002_S163  U27-abm002 #> Samples_162     W25-ABMX_S164_MERGED.fastq.gz     W25-ABMX_S164   W25-abm-X #> Samples_163    W26-001-B_S165_MERGED.fastq.gz    W26-001-B_S165     W26-001 #> Samples_164    W26-001-H_S166_MERGED.fastq.gz    W26-001-H_S166     W26-001 #> Samples_165    W26-001-M_S167_MERGED.fastq.gz    W26-001-M_S167     W26-001 #> Samples_166      W30-006_S168_MERGED.fastq.gz      W30-006_S168     W30-006 #> Samples_167     W9-025-M_S169_MERGED.fastq.gz     W9-025-M_S169     W29-025 #> Samples_168    X24-009-B_S170_MERGED.fastq.gz    X24-009-B_S170     X24-009 #> Samples_169    X24-009-H_S171_MERGED.fastq.gz    X24-009-H_S171     X24-009 #> Samples_170    X24-009-M_S172_MERGED.fastq.gz    X24-009-M_S172     X24-009 #> Samples_171      X24-010_S173_MERGED.fastq.gz      X24-010_S173     X24-010 #> Samples_172    X29-004-B_S174_MERGED.fastq.gz    X29-004-B_S174     X29-004 #> Samples_173    X29-004-H_S175_MERGED.fastq.gz    X29-004-H_S175     X29-004 #> Samples_174    X29-004-M_S176_MERGED.fastq.gz    X29-004-M_S176     X29-004 #> Samples_175 Y21-ABM484-H_S177_MERGED.fastq.gz Y21-ABM484-H_S177  Y31-abm484 #> Samples_176    Y28-002-B_S178_MERGED.fastq.gz    Y28-002-B_S178     Y28-002 #> Samples_177    Y28-002-H_S179_MERGED.fastq.gz    Y28-002-H_S179     Y28-002 #> Samples_178    Y28-002-M_S180_MERGED.fastq.gz    Y28-002-M_S180     Y28-002 #> Samples_179    Y29-007-B_S181_MERGED.fastq.gz    Y29-007-B_S181     Y29-007 #> Samples_180    Y29-007-H_S182_MERGED.fastq.gz    Y29-007-H_S182     Y29-007 #> Samples_181    Y29-007-M_S183_MERGED.fastq.gz    Y29-007-M_S183     Y29-007 #> Samples_182 Y31-ABM484-B_S184_MERGED.fastq.gz Y31-ABM484-B_S184  Y31-abm484 #> Samples_183    Z29-001-H_S185_MERGED.fastq.gz    Z29-001-H_S185     Z29-001 #> Samples_184      Z30-002_S186_MERGED.fastq.gz      Z30-002_S186     Z30-002 #> Samples_185 Z30-ABM560-M_S187_MERGED.fastq.gz Z30-ABM560-M_S187  Z30-abm560 #>             Sample_id Height Diameter Time #> Samples_1         188    Low       52   15 #> Samples_2         189   High       52   15 #> Samples_3         190 Middle       52   15 #> Samples_4         191   <NA>     28,4    0 #> Samples_5           2    Low     28,4    0 #> Samples_6           3   <NA>     30,7    0 #> Samples_7           4   <NA>     32,8    0 #> Samples_8           5   <NA>     33,3    0 #> Samples_9           6   High       99    5 #> Samples_10          7   <NA>       32   15 #> Samples_11          8   <NA>     55,4   15 #> Samples_12          9    Low    115,5   15 #> Samples_13         10   High    115,5   15 #> Samples_14         11 Middle    115,5   15 #> Samples_15         12 Middle        -    5 #> Samples_16         13 Middle       52   NA #> Samples_17         14    Low        -    5 #> Samples_18         15   High        -    5 #> Samples_19         16 Middle        -    5 #> Samples_20         17   <NA>       10    5 #> Samples_21         18   <NA>     21,5   NA #> Samples_22         19    Low     32,5   10 #> Samples_23         20   <NA>     40,3   15 #> Samples_24         21    Low       30   10 #> Samples_25         22   High     37,5   15 #> Samples_26         23    Low     33,8    5 #> Samples_27         24   High     33,8    5 #> Samples_28         25 Middle     33,8    5 #> Samples_29         26   <NA>     32,4    5 #> Samples_30         27    Low     23,1    0 #> Samples_31         28   High     23,1    0 #> Samples_32         29 Middle     23,1    0 #> Samples_33         30    Low       32    0 #> Samples_34         31   High       32    0 #> Samples_35         32 Middle       32    0 #> Samples_36         33   <NA>     44,3    0 #> Samples_37         34 Middle       32    5 #> Samples_38         35   <NA>       40   15 #> Samples_39         36    Low     35,6    0 #> Samples_40         37   High     35,6    0 #> Samples_41         38 Middle     35,6    0 #> Samples_42         39   <NA>     38,3   NA #> Samples_43         40   <NA>     32,5    0 #> Samples_44         41   <NA>     26,5   10 #> Samples_45         42   <NA>       23    0 #> Samples_46         43    Low     47,5   15 #> Samples_47         44   High     47,5   15 #> Samples_48         45 Middle     47,5   15 #> Samples_49         46    Low     64,5   10 #> Samples_50         47   <NA>     25,3   10 #> Samples_51         48   <NA>       80   15 #> Samples_52         49    Low       34    0 #> Samples_53         50   High       34    0 #> Samples_54         51 Middle       34    0 #> Samples_55         52   <NA>       40   15 #> Samples_56         53   <NA>     36,8    0 #> Samples_57         54   <NA>       35   15 #> Samples_58         55 Middle       41    0 #> Samples_59         56   <NA>       41    0 #> Samples_60         57    Low       33    5 #> Samples_61         58   High       33    5 #> Samples_62         59 Middle       33    5 #> Samples_63         60   <NA>     38,2    0 #> Samples_64         61   <NA>       43   10 #> Samples_65         62    Low       30    0 #> Samples_66         63   High       30    0 #> Samples_67         64 Middle       30    0 #> Samples_68         65   <NA>       39    5 #> Samples_69         66   <NA>     18,3   NA #> Samples_70         67   <NA>     23,4    0 #> Samples_71         68   <NA>        -   15 #> Samples_72         69    Low     33,3    0 #> Samples_73         70   High     33,3    0 #> Samples_74         71 Middle     33,3    0 #> Samples_75         72   <NA>     32,3    5 #> Samples_76         73   <NA>     35,7    5 #> Samples_77         74   <NA>     36,5    0 #> Samples_78         77   <NA>     59,8    5 #> Samples_79         78    Low     45,5    5 #> Samples_80         79   High     45,5    5 #> Samples_81         80 Middle     45,5    5 #> Samples_82         81   <NA>       30    5 #> Samples_83         82    Low     36,3   15 #> Samples_84         83    Low     18,9   NA #> Samples_85         84   High     18,9   NA #> Samples_86         85 Middle     18,9   NA #> Samples_87         86   <NA>       40   15 #> Samples_88         87    Low     76,4    0 #> Samples_89         88   High     76,4    0 #> Samples_90         89 Middle     76,4    0 #> Samples_91         90   <NA>       60   15 #> Samples_92         91    Low       25   15 #> Samples_93         92   High       25   15 #> Samples_94         93 Middle       25   15 #> Samples_95         94    Low       38   15 #> Samples_96         95   <NA>       34   10 #> Samples_97         96    Low     60,4    0 #> Samples_98         97   High     60,4    0 #> Samples_99         98 Middle     60,4    0 #> Samples_100        99   <NA>       35   15 #> Samples_101       100    Low     29,5    0 #> Samples_102       101   High     29,5    0 #> Samples_103       102 Middle     29,5    0 #> Samples_104       103   <NA>       25   15 #> Samples_105       104    Low       52   15 #> Samples_106       105   <NA>       30   15 #> Samples_107       106 Middle       50   10 #> Samples_108       108   High     <NA>   NA #> Samples_109       109 Middle     <NA>   NA #> Samples_110       110 Middle     88,5   15 #> Samples_111       111   High       30    5 #> Samples_112       114    Low     27,6    0 #> Samples_113       115   High     27,6    0 #> Samples_114       116 Middle     27,6    0 #> Samples_115       117   High     33,5   10 #> Samples_116       118   <NA>       30    5 #> Samples_117       119    Low       30   NA #> Samples_118       120   High       30   NA #> Samples_119       121 Middle       30   NA #> Samples_120       122    Low     40,5   10 #> Samples_121       123   High     40,5   10 #> Samples_122       124 Middle     40,5   10 #> Samples_123       125   <NA>       34    0 #> Samples_124       126    Low     33,5   NA #> Samples_125       127   High     33,5   NA #> Samples_126       128 Middle     33,5   NA #> Samples_127       129    Low       34    0 #> Samples_128       130    Low     21,5   15 #> Samples_129       131   High     21,5   15 #> Samples_130       132 Middle     21,5   15 #> Samples_131       133   <NA>       20    5 #> Samples_132       134   <NA>       30   10 #> Samples_133       135   High       40   10 #> Samples_134       138   <NA>       35   10 #> Samples_135       136   <NA>       30   15 #> Samples_136       137 Middle       50   10 #> Samples_137       139    Low     <NA>   NA #> Samples_138       140   High     <NA>   NA #> Samples_139       141 Middle     <NA>   NA #> Samples_140       142    Low       25    0 #> Samples_141       143   High       25    0 #> Samples_142       144 Middle       25    0 #> Samples_143       145    Low       75    0 #> Samples_144       146   High       75    0 #> Samples_145       147 Middle       75    0 #> Samples_146       148    Low     30,4    0 #> Samples_147       149   High     30,4    0 #> Samples_148       150 Middle     30,4    0 #> Samples_149       151   <NA>     69,5   15 #> Samples_150       152    Low       39    5 #> Samples_151       153 Middle     18,4   NA #> Samples_152       154 Middle       96    5 #> Samples_153       155   <NA>       25    5 #> Samples_154       156    Low       10    5 #> Samples_155       157   <NA>        -    5 #> Samples_156       158    Low     37,2    0 #> Samples_157       159   High     37,2    0 #> Samples_158       160 Middle     37,2    0 #> Samples_159       161   <NA>     66,8   10 #> Samples_160       162    Low       64    5 #> Samples_161       163   <NA>       11    5 #> Samples_162       164   <NA>       40    5 #> Samples_163       165    Low     71,7    0 #> Samples_164       166   High     71,7    0 #> Samples_165       167 Middle     71,7    0 #> Samples_166       168   <NA>     59,6   10 #> Samples_167       169 Middle     71,5   NA #> Samples_168       170    Low     38,8    0 #> Samples_169       171   High     38,8    0 #> Samples_170       172 Middle     38,8    0 #> Samples_171       173   <NA>     37,8    5 #> Samples_172       174    Low     52,7   10 #> Samples_173       175   High     52,7   10 #> Samples_174       176 Middle     52,7   10 #> Samples_175       177   High       20    5 #> Samples_176       178    Low     63,6   NA #> Samples_177       179   High     63,6   NA #> Samples_178       180 Middle     63,6   NA #> Samples_179       181    Low     68,6    0 #> Samples_180       182   High     68,6    0 #> Samples_181       183 Middle     68,6    0 #> Samples_182       184    Low       20    5 #> Samples_183       185   High     35,2    5 #> Samples_184       186   <NA>     43,4   15 #> Samples_185       187 Middle       11    5"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"","code":"sankey_pq(   physeq = NULL,   fact = NULL,   taxa = 1:4,   add_nb_seq = FALSE,   min_prop_tax = 0,   tax2remove = NULL,   units = NULL,   symbol2sub = c(\"\\\\.\", \"-\"),   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact Name factor cluster samples modalities. Need physeq@sam_data. taxa vector taxonomic rank plot add_nb_seq Represent number sequences number OTUs (add_nb_seq = FALSE). Note plotting number sequences slower. min_prop_tax (default: 0) minimum proportion taxon plotted. EXPERIMENTAL. moment links min.prop. tax discard sankey network resulting sometimes weird plot. tax2remove vector taxonomic groups remove analysis (e.g. c('Incertae sedis', 'unidentified')) units character string describing physical units () Value symbol2sub (default: c('\\.', '-')) vector symbol delete taxonomy ... Additional arguments passed sankeyNetwork","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"sankeyNetwork plot representing taxonomic distribution OTUs sequences. fact set, represent distribution last taxonomic level modalities fact","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ if (requireNamespace(\"networkD3\")) {   sankey_pq(GP, fact = \"SampleType\") } #> Loading required namespace: networkD3 #> Warning: NAs introduced by coercion  {\"x\":{\"links\":{\"source\":[0,0,1,2,2,2,1,1,2,1,1,3,4,5,6,7,8,8,9,4,10,3,11,12,12,12,12,12,12,12,13,13,13,13,13,13,13,14,15,15,15,15,15,15,15,16,17,17,18,18,18,19,19,19,19,19,19,19,20,21,21,21,21,21,21],\"target\":[1,2,3,6,7,8,9,4,5,10,22,11,12,13,14,15,16,17,18,19,20,21,25,26,27,28,29,25,30,31,26,27,28,29,25,30,31,25,26,27,28,29,25,30,31,30,27,29,28,25,30,26,27,28,29,25,30,31,25,26,27,28,29,30,31],\"value\":[106,102,27,7,27,24,8,57,44,3,8,7,37,44,7,27,12,12,5,20,1,18,1,5,5,8,21,4,7,6,4,6,7,19,3,9,9,1,8,6,3,7,1,3,2,2,1,1,1,1,4,4,3,11,2,12,19,3,1,2,11,4,8,1,4]},\"nodes\":{\"name\":[\"Archaea\",\"Crenarchaeota\",\"Euryarchaeota\",\"C2\",\"Thaumarchaeota\",\"Thermoplasmata\",\"Halobacteria\",\"Methanobacteria\",\"Methanomicrobia\",\"SdNA\",\"Thermoprotei\",\"B10\",\"Cenarchaeales\",\"E2\",\"Halobacteriales\",\"Methanobacteriales\",\"Methanomicrobiales\",\"Methanosarcinales\",\"NRPJ\",\"Nitrososphaerales\",\"Sulfolobales\",\"pGrfC26\",\"pMC2A209\",\"FRESHWATER (CREEK)\",\"SEDIMENT (ESTUARY)\",\"SKIN\",\"FECES\",\"FRESHWATER\",\"MOCK\",\"OCEAN\",\"SOIL\",\"TONGUE\"],\"group\":[\"Archaea\",\"Crenarchaeota\",\"Euryarchaeota\",\"C2\",\"Thaumarchaeota\",\"Thermoplasmata\",\"Halobacteria\",\"Methanobacteria\",\"Methanomicrobia\",\"SdNA\",\"Thermoprotei\",\"B10\",\"Cenarchaeales\",\"E2\",\"Halobacteriales\",\"Methanobacteriales\",\"Methanomicrobiales\",\"Methanosarcinales\",\"NRPJ\",\"Nitrososphaerales\",\"Sulfolobales\",\"pGrfC26\",\"pMC2A209\",\"FRESHWATER (CREEK)\",\"SEDIMENT (ESTUARY)\",\"SKIN\",\"FECES\",\"FRESHWATER\",\"MOCK\",\"OCEAN\",\"SOIL\",\"TONGUE\"]},\"options\":{\"NodeID\":\"name\",\"NodeGroup\":\"name\",\"LinkGroup\":null,\"colourScale\":\"d3.scaleOrdinal(d3.schemeCategory20);\",\"fontSize\":7,\"fontFamily\":null,\"nodeWidth\":15,\"nodePadding\":10,\"units\":\"OTUs\",\"margin\":{\"top\":null,\"right\":null,\"bottom\":null,\"left\":null},\"iterations\":32,\"sinksRight\":true}},\"evals\":[],\"jsHooks\":[]}# \\donttest{ if (requireNamespace(\"networkD3\")) {   sankey_pq(GP, taxa = 1:4, min_prop_tax = 0.01)   sankey_pq(GP, taxa = 1:4, min_prop_tax = 0.01, add_nb_seq = TRUE) }  {\"x\":{\"links\":{\"source\":[0,0,1,2,1,2,3,4,5,3,6],\"target\":[1,2,6,5,3,4,7,8,9,10,11],\"value\":[79945,115653,22138,10377,56403,104475,25607,104475,10377,30796,21834]},\"nodes\":{\"name\":[\"Archaea\",\"Crenarchaeota\",\"Euryarchaeota\",\"Thaumarchaeota\",\"Thermoplasmata\",\"Methanobacteria\",\"C2\",\"Cenarchaeales\",\"E2\",\"Methanobacteriales\",\"Nitrososphaerales\",\"pGrfC26\"],\"group\":[\"Archaea\",\"Crenarchaeota\",\"Euryarchaeota\",\"Thaumarchaeota\",\"Thermoplasmata\",\"Methanobacteria\",\"C2\",\"Cenarchaeales\",\"E2\",\"Methanobacteriales\",\"Nitrososphaerales\",\"pGrfC26\"]},\"options\":{\"NodeID\":\"name\",\"NodeGroup\":\"name\",\"LinkGroup\":null,\"colourScale\":\"d3.scaleOrdinal(d3.schemeCategory20);\",\"fontSize\":7,\"fontFamily\":null,\"nodeWidth\":15,\"nodePadding\":10,\"units\":\"Sequences\",\"margin\":{\"top\":null,\"right\":null,\"bottom\":null,\"left\":null},\"iterations\":32,\"sinksRight\":true}},\"evals\":[],\"jsHooks\":[]}# }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"A wrapper of write_pq to save in all three possible formats — save_pq","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"wrapper write_pq save three possible formats","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"","code":"save_pq(physeq, path = NULL, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. path path folder save phyloseq object ... arguments passed write_pq() utils::write.table() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"Build folder (path) four csv tables (refseq.csv, otu_table.csv, tax_table.csv, sam_data.csv) + one table tables together + rdata file (physeq.RData) can loaded using base::load() function + present phylogenetic tree Newick format (phy_tree.txt)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"Write : 4 separate tables 1 table version 1 RData file","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"","code":"save_pq(data_fungi, path = paste0(tempdir(), \"/phyloseq\")) #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(`A10-005-B_S188_MERGED.fastq.gz`, #> `A10-005-H_S189_MERGED.fastq.gz`, `A10-005-M_S190_MERGED.fastq.gz`, #> `A12-007_S191_MERGED.fastq.gz`, `A12-007-B_S2_MERGED.fastq.gz`, #> `A15-004_S3_MERGED.fastq.gz`, `A8-005_S4_MERGED.fastq.gz`, #> `A9-012_S5_MERGED.fastq.gz`, `AB29-ABMX-H_S6_MERGED.fastq.gz`, #> `AC27-013_S7_MERGED.fastq.gz`, AC29033_S8_MERGED.fastq.gz, #> `AD26-005-B_S9_MERGED.fastq.gz`, `AD26-005-H_S10_MERGED.fastq.gz`, #> `AD26-005-M_S11_MERGED.fastq.gz`, `AD30-ABMX-M_S12_MERGED.fastq.gz`, #> `AD32-007-M_S13_MERGED.fastq.gz`, `ADABM30X-B_S14_MERGED.fastq.gz`, #> `ADABM30X-H_S15_MERGED.fastq.gz`, `ADABM30X-M_S16_MERGED.fastq.gz`, #> `AE30-ABM507_S17_MERGED.fastq.gz`, `B17-014_S18_MERGED.fastq.gz`, #> `B18-006-B_S19_MERGED.fastq.gz`, `BA16-036bis_S20_MERGED.fastq.gz`, #> `BA17-050-B_S21_MERGED.fastq.gz`, `BB19-006-H_S22_MERGED.fastq.gz`, #> `BB6-019-B_S23_MERGED.fastq.gz`, `BB6-019-H_S24_MERGED.fastq.gz`, #> `BB6-019-M_S25_MERGED.fastq.gz`, `BD14-021_S26_MERGED.fastq.gz`, #> `BE9-006-B_S27_MERGED.fastq.gz`, `BE9-006-H_S28_MERGED.fastq.gz`, #> `BE9-006-M_S29_MERGED.fastq.gz`, `BG7-010-B_S30_MERGED.fastq.gz`, #> `BG7-010-H_S31_MERGED.fastq.gz`, `BG7-010-M_S32_MERGED.fastq.gz`, #> `BH9-021_S33_MERGED.fastq.gz`, `BJ17-007-M_S34_MERGED.fastq.gz`, #> `BJ8-ABM-003_S35_MERGED.fastq.gz`, `BL7-006-B_S36_MERGED.fastq.gz`, #> `BL7-006-H_S37_MERGED.fastq.gz`, `BL7-006-M_S38_MERGED.fastq.gz`, #> `BN11-041_S39_MERGED.fastq.gz`, `BN9-002_S40_MERGED.fastq.gz`, #> `BO8-002_S41_MERGED.fastq.gz`, `BO8-005_S42_MERGED.fastq.gz`, #> `BP11-001-B_S43_MERGED.fastq.gz`, `BP11-001-H_S44_MERGED.fastq.gz`, #> `BP11-001-M_S45_MERGED.fastq.gz`, `BP12-025-B_S46_MERGED.fastq.gz`, #> `BP14-006_S47_MERGED.fastq.gz`, `BQ3-019_S48_MERGED.fastq.gz`, #> `BQ4-018-B_S49_MERGED.fastq.gz`, `BQ4-018-H_S50_MERGED.fastq.gz`, #> `BQ4-018-M_S51_MERGED.fastq.gz`, `BQ9ABM-002_S52_MERGED.fastq.gz`, #> `BR8-005_S53_MERGED.fastq.gz`, `BS14-006_S54_MERGED.fastq.gz`, #> `BT-006-M_S55_MERGED.fastq.gz`, `BT7-006_S56_MERGED.fastq.gz`, #> `BV11-002-B_S57_MERGED.fastq.gz`, `BV11-002-H_S58_MERGED.fastq.gz`, #> `BV11-002-M_S59_MERGED.fastq.gz`, `BW8-003_S60_MERGED.fastq.gz`, #> `C1-001_S61_MERGED.fastq.gz`, `C21-NV1-B_S62_MERGED.fastq.gz`, #> `C21-NV1-H_S63_MERGED.fastq.gz`, `C21-NV1-M_S64_MERGED.fastq.gz`, #> `C9-005_S65_MERGED.fastq.gz`, `CA12-024_S66_MERGED.fastq.gz`, #> `CA9-027_S67_MERGED.fastq.gz`, `CA9-X_S68_MERGED.fastq.gz`, #> `CB8-019-B_S69_MERGED.fastq.gz`, `CB8-019-H_S70_MERGED.fastq.gz`, #> `CB8-019-M_S71_MERGED.fastq.gz`, `CB9-013_S72_MERGED.fastq.gz`, #> `CC3-044_S73_MERGED.fastq.gz`, `CC8-003_S74_MERGED.fastq.gz`, #> `D17-011_S77_MERGED.fastq.gz`, `D18-003-B_S78_MERGED.fastq.gz`, #> `D18-003-H_S79_MERGED.fastq.gz`, `D18-003-M_S80_MERGED.fastq.gz`, #> `D22-NVABM1_S81_MERGED.fastq.gz`, `D61-010-B_S82_MERGED.fastq.gz`, #> `D9-027-B_S83_MERGED.fastq.gz`, `D9-027-H_S84_MERGED.fastq.gz`, #> `D9-027-M_S85_MERGED.fastq.gz`, `DBM-ABM-001_S86_MERGED.fastq.gz`, #> `DJ2-008-B_S87_MERGED.fastq.gz`, `DJ2-008-H_S88_MERGED.fastq.gz`, #> `DJ2-008-M_S89_MERGED.fastq.gz`, `DP4-ABM001_S90_MERGED.fastq.gz`, #> `DS1-ABM002-B_S91_MERGED.fastq.gz`, `DS1-ABM002-H_S92_MERGED.fastq.gz`, #> `DS1-ABM002-M_S93_MERGED.fastq.gz`, `DU3-045-B_S94_MERGED.fastq.gz`, #> `DW4-007_S95_MERGED.fastq.gz`, `DY5-004-B_S96_MERGED.fastq.gz`, #> `DY5-004-H_S97_MERGED.fastq.gz`, `DY5-004-M_S98_MERGED.fastq.gz`, #> `DZ6-ABM-001_S99_MERGED.fastq.gz`, `E9-009-B_S100_MERGED.fastq.gz`, #> `E9-009-H_S101_MERGED.fastq.gz`, `E9-009-M_S102_MERGED.fastq.gz`, #> `EA5-ABM-001_S103_MERGED.fastq.gz`, `EC2-013-B_S104_MERGED.fastq.gz`, #> `F6-ABM-001_S105_MERGED.fastq.gz`, `F7-015-M_S106_MERGED.fastq.gz`, #> `FOMES19-H_S108_MERGED.fastq.gz`, `FOMES19-M_S109_MERGED.fastq.gz`, #> `H10-018-M_S110_MERGED.fastq.gz`, `H24-NVABM1-H_S111_MERGED.fastq.gz`, #> `J18-004-B_S114_MERGED.fastq.gz`, `J18-004-H_S115_MERGED.fastq.gz`, #> `J18-004-M_S116_MERGED.fastq.gz`, `K18-002-H_S117_MERGED.fastq.gz`, #> `K26-NVABM1_S118_MERGED.fastq.gz`, `L19X-B_S119_MERGED.fastq.gz`, #> `L19X-H_S120_MERGED.fastq.gz`, `L19X-M_S121_MERGED.fastq.gz`, #> `L23-002-B_S122_MERGED.fastq.gz`, `L23-002-H_S123_MERGED.fastq.gz`, #> `L23-002-M_S124_MERGED.fastq.gz`, `M22-001_S125_MERGED.fastq.gz`, #> `N19X-B_S126_MERGED.fastq.gz`, `N19X-H_S127_MERGED.fastq.gz`, #> `N19X-M_S128_MERGED.fastq.gz`, `N22-001-B_S129_MERGED.fastq.gz`, #> `N23-002-B_S130_MERGED.fastq.gz`, `N23-002-H_S131_MERGED.fastq.gz`, #> `N23-002-M_S132_MERGED.fastq.gz`, `N25-ABMX_S133_MERGED.fastq.gz`, #> `NVABM-0058_S134_MERGED.fastq.gz`, `NVABM-0163-H_S135_MERGED.fastq.gz`, #> `NVABM-0397_S138_MERGED.fastq.gz`, NVABM0216_S136_MERGED.fastq.gz, #> `NVABM0244-M_S137_MERGED.fastq.gz`, `O20-X-B_S139_MERGED.fastq.gz`, #> `O20-X-H_S140_MERGED.fastq.gz`, `O20-X-M_S141_MERGED.fastq.gz`, #> `O21-007-B_S142_MERGED.fastq.gz`, `O21-007-H_S143_MERGED.fastq.gz`, #> `O21-007-M_S144_MERGED.fastq.gz`, `O24-003-B_S145_MERGED.fastq.gz`, #> `O24-003-H_S146_MERGED.fastq.gz`, `O24-003-M_S147_MERGED.fastq.gz`, #> `O26-004-B_S148_MERGED.fastq.gz`, `O26-004-H_S149_MERGED.fastq.gz`, #> `O26-004-M_S150_MERGED.fastq.gz`, `O27-012_S151_MERGED.fastq.gz`, #> `O9-005-B_S152_MERGED.fastq.gz`, `P19-023-M_S153_MERGED.fastq.gz`, #> `P27-015-M_S154_MERGED.fastq.gz`, `P27-ABM001_S155_MERGED.fastq.gz`, #> `Q27-ABM003-B_S156_MERGED.fastq.gz`, `R25-ABMX_S157_MERGED.fastq.gz`, #> `R28-008-B_S158_MERGED.fastq.gz`, `R28-008-H_S159_MERGED.fastq.gz`, #> `R28-008-M_S160_MERGED.fastq.gz`, `T28-011_S161_MERGED.fastq.gz`, #> `T28-ABM602-B_S162_MERGED.fastq.gz`, `U27-ABM002_S163_MERGED.fastq.gz`, #> `W25-ABMX_S164_MERGED.fastq.gz`, `W26-001-B_S165_MERGED.fastq.gz`, #> `W26-001-H_S166_MERGED.fastq.gz`, `W26-001-M_S167_MERGED.fastq.gz`, #> `W30-006_S168_MERGED.fastq.gz`, `W9-025-M_S169_MERGED.fastq.gz`, #> `X24-009-B_S170_MERGED.fastq.gz`, `X24-009-H_S171_MERGED.fastq.gz`, #> `X24-009-M_S172_MERGED.fastq.gz`, `X24-010_S173_MERGED.fastq.gz`, #> `X29-004-B_S174_MERGED.fastq.gz`, `X29-004-H_S175_MERGED.fastq.gz`, #> `X29-004-M_S176_MERGED.fastq.gz`, `Y21-ABM484-H_S177_MERGED.fastq.gz`, #> `Y28-002-B_S178_MERGED.fastq.gz`, `Y28-002-H_S179_MERGED.fastq.gz`, #> `Y28-002-M_S180_MERGED.fastq.gz`, `Y29-007-B_S181_MERGED.fastq.gz`, #> `Y29-007-H_S182_MERGED.fastq.gz`, `Y29-007-M_S183_MERGED.fastq.gz`, #> `Y31-ABM484-B_S184_MERGED.fastq.gz`, `Z29-001-H_S185_MERGED.fastq.gz`, #> `Z30-002_S186_MERGED.fastq.gz`, `Z30-ABM560-M_S187_MERGED.fastq.gz`)` #> Cleaning suppress 0 taxa and 0 samples. unlink(paste0(tempdir(), \"/phyloseq\"), recursive = TRUE)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"","code":"search_exact_seq_pq(physeq, seq2search)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. seq2search DNAStringSet object sequences search .","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"list data-frames input sequences name, sequences number occurrences original sequence, complement sequence, reverse sequence reverse-complement sequence.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"","code":"data(\"data_fungi\") search_primers <- search_exact_seq_pq(data_fungi,   seq2search = Biostrings::DNAStringSet(c(\"TTGAACGCACATTGCGCC\", \"ATCCCTACCTGATCCGAG\")) )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":null,"dir":"Reference","previous_headings":"","what":"Select one sample from a physeq object — select_one_sample","title":"Select one sample from a physeq object — select_one_sample","text":"Mostly internal used, example function track_wkflow_samples().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Select one sample from a physeq object — select_one_sample","text":"","code":"select_one_sample(physeq, sam_name, silent = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Select one sample from a physeq object — select_one_sample","text":"physeq (required): phyloseq-class object obtained using phyloseq package. sam_name (required) sample name select silent (logical) true, message printing.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Select one sample from a physeq object — select_one_sample","text":"new phyloseq-class object one sample","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Select one sample from a physeq object — select_one_sample","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Select one sample from a physeq object — select_one_sample","text":"","code":"A8_005 <- select_one_sample(data_fungi, \"A8-005_S4_MERGED.fastq.gz\") #> You select 1 of 185 samples and conserved 83 out of 1420 taxa represented by 13875 sequences (out of 1839124 sequences [1%]) A8_005 #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 83 taxa and 1 samples ] #> sample_data() Sample Data:       [ 1 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 83 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 83 reference sequences ]"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":null,"dir":"Reference","previous_headings":"","what":"Select a subset of taxa in a specified order where possible — select_taxa","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"Select (subset ) taxa; x allows taxa reordered, taxa given specified order.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"","code":"select_taxa(x, taxa, reorder = TRUE)  # S4 method for sample_data,character select_taxa(x, taxa)  # S4 method for otu_table,character select_taxa(x, taxa, reorder = TRUE)  # S4 method for taxonomyTable,character select_taxa(x, taxa, reorder = TRUE)  # S4 method for XStringSet,character select_taxa(x, taxa, reorder = TRUE)  # S4 method for phylo,character select_taxa(x, taxa)  # S4 method for phyloseq,character select_taxa(x, taxa, reorder = TRUE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"x phyloseq object phyloseq component object taxa Character vector taxa select, requested order reorder Logical specifying whether use order taxa (TRUE) keep order taxa_names(x) (FALSE)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"simple selector function like prune_taxa(taxa, x) taxa character vector always gives taxa order taxa possible (, except phy_tree's phyloseq objects contain phy_tree's).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Filter ancombc_pq results — signif_ancombc","text":"","code":"signif_ancombc(   ancombc_res,   filter_passed = TRUE,   filter_diff = TRUE,   min_abs_lfc = 0 )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Filter ancombc_pq results — signif_ancombc","text":"ancombc_res (required) result ancombc_pq function moment bimodal factors possible. filter_passed (logical, default TRUE) filter using column passed_ss? passed_ss value  TRUE taxon passed sensitivity analysis, .e., adding different pseudo-counts 0s change results. filter_diff (logical, default TRUE) filter using column diff? diff value TRUE taxon significant (q less alpha) min_abs_lfc (integer, default0) Minimum absolute value filter results based Log Fold Change. ex. value 1 filter taxa abundance given level modality least double abundance level.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Filter ancombc_pq results — signif_ancombc","text":"data.frame number columns ancombc_res param less (equal) numbers rows","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Filter ancombc_pq results — signif_ancombc","text":"function mainly wrapper work others. Please make reference ANCOMBC::ancombc2() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Filter ancombc_pq results — signif_ancombc","text":"","code":"# \\donttest{ if (requireNamespace(\"mia\")) {   data_fungi_mini@tax_table <- phyloseq::tax_table(cbind(     data_fungi_mini@tax_table,     \"taxon\" = taxa_names(data_fungi_mini)   ))    res_time <- ancombc_pq(     data_fungi_mini,     fact = \"Time\",     levels_fact = c(\"0\", \"15\"),     tax_level = \"taxon\",     verbose = TRUE   )    signif_ancombc(res_time) } #> Warning: The group variable has < 3 categories  #> The multi-group comparisons (global/pairwise/dunnet/trend) will be deactivated #> Warning: The number of taxa used for estimating sample-specific biases is: 9 #> A large number of taxa (>50) is required for the consistent estimation of biases #> Obtaining initial estimates ... #> Estimating sample-specific biases ... #> Warning: Estimation of sampling fractions failed for the following samples: #> BT-006-M_S55_MERGED.fastq.gz, C21-NV1-B_S62_MERGED.fastq.gz, CB8-019-H_S70_MERGED.fastq.gz, DY5-004-B_S96_MERGED.fastq.gz, DY5-004-H_S97_MERGED.fastq.gz, J18-004-M_S116_MERGED.fastq.gz, W26-001-B_S165_MERGED.fastq.gz, X24-009-B_S170_MERGED.fastq.gz #> These samples may have an excessive number of zero values #> Sensitivity analysis for pseudo-count addition to 0s: ... #> ANCOM-BC2 primary results ... #>  [1] taxon                 lfc_(Intercept)       lfc_Time15            #>  [4] se_(Intercept)        se_Time15             W_(Intercept)         #>  [7] W_Time15              p_(Intercept)         p_Time15              #> [10] q_(Intercept)         q_Time15              diff_(Intercept)      #> [13] diff_Time15           passed_ss_(Intercept) passed_ss_Time15      #> <0 rows> (or 0-length row.names) # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/simplify_taxo.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Simplify taxonomy by removing some unused characters such as ","text":"","code":"simplify_taxo(physeq, remove_space = TRUE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/simplify_taxo.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Simplify taxonomy by removing some unused characters such as ","text":"physeq (required): phyloseq-class object obtained using phyloseq package. remove_space (logical; default TRUE): remove space?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/simplify_taxo.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Simplify taxonomy by removing some unused characters such as ","text":" phyloseq-class object simplified taxonomy","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/simplify_taxo.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Simplify taxonomy by removing some unused characters such as ","text":"Adrien Taudière","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"","code":"subsample_fastq(fastq_files, folder_output = \"subsample\", nb_seq = 1000)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"fastq_files path one fastq file list fastq files (see examples) folder_output path folder output files nb_seq (int; default 1000) : Number sequences kept (every sequence spread across 4 lines)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"Nothing, create subsampled fastq files folder","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"","code":"# \\donttest{ ex_file <- system.file(\"extdata\", \"ex_R1_001.fastq.gz\",   package = \"MiscMetabar\",   mustWork = TRUE ) subsample_fastq(ex_file, paste0(tempdir(), \"/output_fastq\")) subsample_fastq(list_fastq_files(\"extdata\"), paste0(tempdir(), \"/output_fastq\"), n = 10) unlink(paste0(tempdir(), \"/output_fastq\"), recursive = TRUE) # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Subset samples using a conditional boolean vector. — subset_samples_pq","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"main objective function complete phyloseq::subset_samples() function propose easy (prone error) way subset_samples. replace subsetting expression used name variable sam_data boolean vector. Warnings: must verify result function boolean condition must match order samples sam_data slot. function robust use sam_data slot phyloseq object used physeq (see examples)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"","code":"subset_samples_pq(physeq, condition)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. condition boolean vector subset samples. Length must fit number samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"new phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"","code":"cond_samp <- grepl(\"A1\", data_fungi@sam_data[[\"Sample_names\"]]) subset_samples_pq(data_fungi, cond_samp) #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1420 taxa and 9 samples ] #> sample_data() Sample Data:       [ 9 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1420 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1420 reference sequences ]  subset_samples_pq(data_fungi, data_fungi@sam_data[[\"Height\"]] == \"Low\") #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1420 taxa and 45 samples ] #> sample_data() Sample Data:       [ 45 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1420 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1420 reference sequences ]"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"main objective function complete phyloseq::subset_taxa() function propose easy way subset_taxa using named boolean vector. Names must match taxa_names.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"","code":"subset_taxa_pq(   physeq,   condition,   verbose = TRUE,   clean_pq = TRUE,   taxa_names_from_physeq = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. condition named boolean vector subset taxa. Length must fit number taxa names must match taxa_names. Can also condition using column tax_table slot (see examples). order condition taxa_names(physeq), can use parameter taxa_names_from_physeq = TRUE. verbose (logical) Informations printed clean_pq (logical) set TRUE, empty samples discarded subsetting ASV taxa_names_from_physeq (logical) set TRUE, rename condition vector using taxa_names(physeq). Carefully check result function use parameter. effect condition class tax_table.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"new phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"","code":"subset_taxa_pq(data_fungi, data_fungi@tax_table[, \"Phylum\"] == \"Ascomycota\") #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 354 #> Number of kept ASV 1066 #> Number of kept samples 185 #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1066 taxa and 185 samples ] #> sample_data() Sample Data:       [ 185 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1066 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1066 reference sequences ]  cond_taxa <- grepl(\"Endophyte\", data_fungi@tax_table[, \"Guild\"]) names(cond_taxa) <- taxa_names(data_fungi) subset_taxa_pq(data_fungi, cond_taxa) #> Cleaning suppress 0 taxa (  ) and 9 sample(s) ( A10-005-B_S188_MERGED.fastq.gz / A10-005-M_S190_MERGED.fastq.gz / BE9-006-H_S28_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / CA12-024_S66_MERGED.fastq.gz / H10-018-M_S110_MERGED.fastq.gz / L23-002-H_S123_MERGED.fastq.gz / O24-003-H_S146_MERGED.fastq.gz / O26-004-M_S150_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1292 #> Number of kept ASV 128 #> Number of kept samples 176 #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 128 taxa and 176 samples ] #> sample_data() Sample Data:       [ 176 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 128 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 128 reference sequences ]  subset_taxa_pq(data_fungi, grepl(\"mycor\", data_fungi@tax_table[, \"Guild\"]),   taxa_names_from_physeq = TRUE ) #> Cleaning suppress 0 taxa (  ) and 47 sample(s) ( A10-005-H_S189_MERGED.fastq.gz / A10-005-M_S190_MERGED.fastq.gz / A15-004_S3_MERGED.fastq.gz / A8-005_S4_MERGED.fastq.gz / BA16-036bis_S20_MERGED.fastq.gz / BB6-019-M_S25_MERGED.fastq.gz / BE9-006-B_S27_MERGED.fastq.gz / BE9-006-H_S28_MERGED.fastq.gz / BP11-001-H_S44_MERGED.fastq.gz / BP11-001-M_S45_MERGED.fastq.gz / BQ3-019_S48_MERGED.fastq.gz / BQ4-018-H_S50_MERGED.fastq.gz / C21-NV1-B_S62_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / C9-005_S65_MERGED.fastq.gz / CA9-027_S67_MERGED.fastq.gz / CB8-019-B_S69_MERGED.fastq.gz / CB8-019-M_S71_MERGED.fastq.gz / CC8-003_S74_MERGED.fastq.gz / D17-011_S77_MERGED.fastq.gz / D18-003-B_S78_MERGED.fastq.gz / D18-003-M_S80_MERGED.fastq.gz / DS1-ABM002-H_S92_MERGED.fastq.gz / DZ6-ABM-001_S99_MERGED.fastq.gz / F6-ABM-001_S105_MERGED.fastq.gz / F7-015-M_S106_MERGED.fastq.gz / H10-018-M_S110_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / N23-002-M_S132_MERGED.fastq.gz / N25-ABMX_S133_MERGED.fastq.gz / NVABM-0058_S134_MERGED.fastq.gz / NVABM0244-M_S137_MERGED.fastq.gz / O21-007-H_S143_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / O24-003-B_S145_MERGED.fastq.gz / O24-003-H_S146_MERGED.fastq.gz / O24-003-M_S147_MERGED.fastq.gz / O26-004-M_S150_MERGED.fastq.gz / P27-ABM001_S155_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / X24-009-B_S170_MERGED.fastq.gz / X24-009-H_S171_MERGED.fastq.gz / X24-009-M_S172_MERGED.fastq.gz / X24-010_S173_MERGED.fastq.gz / Y28-002-H_S179_MERGED.fastq.gz / Y28-002-M_S180_MERGED.fastq.gz / Z30-002_S186_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1376 #> Number of kept ASV 44 #> Number of kept samples 138 #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 44 taxa and 138 samples ] #> sample_data() Sample Data:       [ 138 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 44 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 44 reference sequences ]"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"","code":"subset_taxa_tax_control(   physeq,   taxa_distri,   method = \"mean\",   min_diff_for_cutoff = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"physeq (required): phyloseq-class object obtained using phyloseq package. taxa_distri (required) vector length equal number samples number sequences per samples taxa control method (default: \"mean\") method calculate cut-value. 6 available methods: cutoff_seq: discard taxa less number sequence taxa control, cutoff_mixt: using mixture models, cutoff_diff: using minimum difference threshold (need argument min_diff_for_cutoff) min: minimum three firsts methods max: maximum three firsts methods mean: mean three firsts methods min_diff_for_cutoff (int) argument method cutoff_diff. Required method cutoff_diff, min, max mean","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"new phyloseq-class object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"","code":"subset_taxa_tax_control(data_fungi,   as.numeric(data_fungi@otu_table[, 300]),   min_diff_for_cutoff = 2 ) #> number of iterations= 3  #> number of iterations= 26  #> number of iterations= 3  #> number of iterations= 20  #> number of iterations= 4  #> One of the variances is going to zero;  trying new starting values. #> number of iterations= 27  #> Error in stats::uniroot(f = f, lower = 1, upper = 1000) :  #>   f.upper = f(upper) is NA #> Warning: NAs introduced by coercion #> number of iterations= 23  #> number of iterations= 4  #> number of iterations= 6  #> number of iterations= 5  #> number of iterations= 21  #> number of iterations= 13  #> number of iterations= 9  #> number of iterations= 16  #> number of iterations= 23  #> number of iterations= 39  #> number of iterations= 5  #> number of iterations= 9  #> number of iterations= 6  #> number of iterations= 20  #> number of iterations= 12  #> number of iterations= 22  #> number of iterations= 4  #> number of iterations= 19  #> number of iterations= 6  #> number of iterations= 13  #> number of iterations= 8  #> number of iterations= 14  #> number of iterations= 20  #> number of iterations= 12  #> number of iterations= 6  #> number of iterations= 7  #> number of iterations= 17  #> number of iterations= 7  #> number of iterations= 8  #> number of iterations= 13  #> One of the variances is going to zero;  trying new starting values. #> number of iterations= 11  #> number of iterations= 9  #> number of iterations= 20  #> number of iterations= 19  #> number of iterations= 6  #> number of iterations= 20  #> number of iterations= 8  #> number of iterations= 10  #> number of iterations= 9  #> number of iterations= 4  #> number of iterations= 10  #> number of iterations= 8  #> number of iterations= 8  #> number of iterations= 14  #> number of iterations= 7  #> number of iterations= 18  #> number of iterations= 12  #> number of iterations= 23  #> number of iterations= 14  #> number of iterations= 26  #> number of iterations= 4  #> number of iterations= 23  #> number of iterations= 25  #> number of iterations= 13  #> One of the variances is going to zero;  trying new starting values. #> number of iterations= 21  #> number of iterations= 48  #> number of iterations= 10  #> number of iterations= 3  #> number of iterations= 9  #> number of iterations= 6  #> number of iterations= 8  #> Error in stats::uniroot(f = f, lower = 1, upper = 1000) :  #>   f.upper = f(upper) is NA #> Warning: NAs introduced by coercion #> number of iterations= 15  #> number of iterations= 13  #> number of iterations= 20  #> number of iterations= 9  #> number of iterations= 18  #> number of iterations= 13  #> number of iterations= 6  #> number of iterations= 18  #> number of iterations= 21  #> number of iterations= 4  #> number of iterations= 9  #> Error in stats::uniroot(f = f, lower = 1, upper = 1000) :  #>   f.upper = f(upper) is NA #> Warning: NAs introduced by coercion #> number of iterations= 12  #> number of iterations= 9  #> number of iterations= 13  #> number of iterations= 8  #> number of iterations= 12  #> number of iterations= 13  #> number of iterations= 5  #> number of iterations= 9  #> number of iterations= 3  #> number of iterations= 25  #> Warning: no non-missing arguments to min; returning Inf #> number of iterations= 25  #> number of iterations= 8  #> number of iterations= 18  #> number of iterations= 13  #> number of iterations= 12  #> number of iterations= 22  #> number of iterations= 6  #> number of iterations= 7  #> number of iterations= 6  #> number of iterations= 12  #> number of iterations= 18  #> number of iterations= 4  #> number of iterations= 14  #> number of iterations= 8  #> number of iterations= 4  #> number of iterations= 6  #> Error in stats::uniroot(f = f, lower = 1, upper = 1000) :  #>   f.upper = f(upper) is NA #> Warning: NAs introduced by coercion #> number of iterations= 11  #> number of iterations= 19  #> number of iterations= 22  #> number of iterations= 4  #> number of iterations= 4  #> number of iterations= 6  #> number of iterations= 15  #> number of iterations= 22  #> number of iterations= 7  #> number of iterations= 18  #> number of iterations= 16  #> number of iterations= 9  #> number of iterations= 7  #> Warning: no non-missing arguments to min; returning Inf #> Warning: no non-missing arguments to min; returning Inf #> number of iterations= 3  #> Warning: no non-missing arguments to min; returning Inf #> number of iterations= 10  #> number of iterations= 18  #> number of iterations= 5  #> number of iterations= 8  #> number of iterations= 15  #> number of iterations= 11  #> number of iterations= 7  #> number of iterations= 9  #> Warning: no non-missing arguments to min; returning Inf #> number of iterations= 4  #> number of iterations= 18  #> number of iterations= 33  #> number of iterations= 14  #> number of iterations= 7  #> number of iterations= 30  #> number of iterations= 8  #> number of iterations= 9  #> number of iterations= 3  #> number of iterations= 8  #> number of iterations= 6  #> number of iterations= 24  #> number of iterations= 13  #> number of iterations= 10  #> number of iterations= 4  #> number of iterations= 17  #> number of iterations= 4  #> The filtering processes discard 64 taxa and 35925 sequences #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1356 taxa and 185 samples ] #> sample_data() Sample Data:       [ 185 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1356 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1356 reference sequences ]"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/summary_plot_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Summarise a phyloseq-class object using a plot. — summary_plot_pq","text":"","code":"summary_plot_pq(   physeq,   add_info = TRUE,   min_seq_samples = 500,   clean_pq = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/summary_plot_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Summarise a phyloseq-class object using a plot. — summary_plot_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. add_info bottom corner contain extra informations? min_seq_samples (int): Used add_info set true print number samples less sequences number. clean_pq (logical): phyloseq object cleaned using clean_pq() function?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/summary_plot_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Summarise a phyloseq-class object using a plot. — summary_plot_pq","text":"ggplot2 object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/summary_plot_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Summarise a phyloseq-class object using a plot. — summary_plot_pq","text":"","code":"summary_plot_pq(data_fungi) #> Cleaning suppress 0 taxa and 0 samples.  summary_plot_pq(data_fungi, add_info = FALSE) + scale_fill_viridis_d() #> Cleaning suppress 0 taxa and 0 samples. #> Scale for fill is already present. #> Adding another scale for fill, which will replace the existing scale."},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"","code":"swarm_clustering(   physeq = NULL,   dna_seq = NULL,   d = 1,   swarmpath = \"swarm\",   vsearch_path = \"vsearch\",   nproc = 1,   swarm_args = \"--fastidious\",   tax_adjust = 0,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"physeq (required): phyloseq-class object obtained using phyloseq package. dna_seq WORKING MOMENT may directly use character vector DNA sequences place physeq args. physeq set, dna sequences take value physeq@refseq d (default: 1) maximum number differences allowed two amplicons, meaning two amplicons grouped d (less) differences swarmpath (default: swarm) path swarm vsearch_path (default: vsearch) path vsearch, used physeq NULL dna_seq provided. nproc (default: 1) Set number cpus/processors use clustering swarm_args (default : \"--fastidious\") one length character element defining parameters  passed swarm See possible methods SWARM pdf manual tax_adjust (Default 0) See man page merge_taxa_vec() details. conserved taxonomic rank abundant ASV, keep_temporary_files (logical, default: FALSE) keep temporary files ? temp.fasta (refseq fasta dna_seq sequences) temp_output (classical output SWARM) temp_uclust (clusters output SWARM)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"new object class physeq list cluster dna_seq args used.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"function use merge_taxa_vec function merge taxa clusters. default tax_adjust = 0. See man page merge_taxa_vec(). function mainly wrapper work others. Please cite SWARM.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"SWARM can downloaded https://github.com/torognes/swarm/. SWARM can downloaded https://github.com/torognes/swarm. information associated publications doi:10.1093/bioinformatics/btab493  doi:10.7717/peerj.593","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"","code":"summary_plot_pq(data_fungi) #> Cleaning suppress 0 taxa and 0 samples.  system2(\"swarm\", \"-h\")  data_fungi_swarm <- swarm_clustering(data_fungi) summary_plot_pq(data_fungi_swarm) #> Cleaning suppress 0 taxa and 0 samples.   sequences_ex <- c(   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTAATAACGAATTCATTGAATCA\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAAGGCCCACTT\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAGAGGTG\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACC\",   \"CGGGATTTGATGGCGAATTACCTGGTATTTTAGCCCACTTACCCGGTACCATGAGGTG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACCTGG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\" )  sequences_ex_swarm <- swarm_clustering(   dna_seq = sequences_ex )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"","code":"tax_bar_pq(   physeq,   fact = \"Sample\",   taxa = \"Order\",   percent_bar = FALSE,   nb_seq = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact Name factor cluster samples modalities. Need physeq@sam_data. taxa (default: 'Order') Name taxonomic rank interest percent_bar (default FALSE) TRUE, stacked bar fill space 0 1. just set position = \"fill\" ggplot2::geom_bar() function nb_seq (logical; default TRUE) set FALSE, number ASV count. Concretely, physeq otu_table transformed binary otu_table (value different zero set one)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"ggplot2 plot  bar representing number sequence en taxonomic groups","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"","code":"data_fungi_ab <- subset_taxa_pq(data_fungi, taxa_sums(data_fungi) > 10000) #> Cleaning suppress 0 taxa (  ) and 15 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1385 #> Number of kept ASV 35 #> Number of kept samples 170 tax_bar_pq(data_fungi_ab) + theme(legend.position = \"none\")  # \\donttest{ tax_bar_pq(data_fungi_ab, taxa = \"Class\")  tax_bar_pq(data_fungi_ab, taxa = \"Class\", percent_bar = TRUE)  tax_bar_pq(data_fungi_ab, taxa = \"Class\", fact = \"Time\") #> Warning: Removed 770 rows containing missing values or values outside the scale range #> (`geom_bar()`).  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"","code":"tax_datatable(   physeq,   abundance = TRUE,   taxonomic_level = NULL,   modality = NULL,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"physeq (required): phyloseq-class object obtained using phyloseq package. abundance (default: TRUE) number sequences print taxonomic_level (default: NULL) vector selected taxonomic level using column numbers (e.g. taxonomic_level = 1:7) modality (default: NULL) sample modality split OTU abundancy level modality ... argument datatable function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"datatable","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") if (requireNamespace(\"DT\")) {   tax_datatable(subset_taxa(     GlobalPatterns,     rowSums(GlobalPatterns@otu_table) > 10000   ))    # Using modality   tax_datatable(GlobalPatterns,     modality = GlobalPatterns@sam_data$SampleType   ) } #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’  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va\",\"Thioclava\",\"Thioclava\",\"Thioclava\",\"Thioclava\",\"Thioclava\",\"Thioclava\",\"Thioclava\",null,null,null,null,\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",null,\"Rhodovulum\",\"Rhodovulum\",\"Rhodovulum\",\"Rhodovulum\",null,null,\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Afifella\",\"Afifella\",\"Hirschia\",null,null,null,null,null,\"Hyphomonas\",\"Hyphomonas\",\"Hyphomonas\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Maricaulis\",\"Maricaulis\",null,\"Oceanicaulis\",\"Oceanicaulis\",null,null,null,null,null,null,null,null,null,null,null,null,null,\"Asticcacaulis\",\"Asticcacaulis\",null,null,null,null,null,\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Mycoplana\",null,\"Brevundimonas\",null,null,null,null,null,null,null,null,null,null,\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",null,null,null,null,null,null,\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Phaeospirillum\",null,null,null,null,null,null,\"Inquilinus\",\"Inquilinus\",\"Inquilinus\",\"Inquilinus\",\"Inquilinus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodovibrio\",\"Rhodovibrio\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Azospirillum\",\"Azospirillum\",null,null,null,null,\"Rhodospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",null,null,\"Skermanella\",\"Skermanella\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodothalassium\",null,null,null,null,null,null,null,null,null,null,null,\"Roseococcus\",\"Roseococcus\",\"Roseococcus\",null,null,null,null,null,\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Acidisoma\",\"Acidisoma\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Gluconobacter\",\"Acetobacter\",null,\"Asaia\",null,\"Acidomonas\",\"Acidomonas\",null,\"Gluconacetobacter\",null,null,null,null,null,null,null,null,null,null,null,null,null,\"Acidocella\",\"Acidocella\",\"Acidocella\",\"Acidocella\",\"Acidocella\",\"Acidiphilium\",\"Acidiphilium\",\"Acidiphilium\",\"Acidiphilium\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Novispirillum\",\"Novispirillum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Telmatospirillum\",\"Telmatospirillum\",\"Telmatospirillum\",\"Telmatospirillum\",null,null,\"Magnetospi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Thermosinus\",\"Thermosinus\",\"Thermosinus\",\"Thermosinus\",\"Thermosinus\",\"Thermosinus\",null,null,null,null,\"Anaeroglobus\",\"Anaeroglobus\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",null,\"Thermincola\",\"Thermincola\",null,null,null,null,null,\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",null,\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",null,null,null,\"Peptococcus\",\"Peptococcus\",\"Desulfotomaculum\",\"Pelotomaculum\",\"Pelotomaculum\",\"Pelotomaculum\",\"Pelotomaculum\",\"Pelotomaculum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Fervidobacterium\",\"Thermanaerovibrio\",null,\"Cloacibacillus\",\"TG5\",\"TG5\",\"Jonquetella\",\"Pyramidobacter\",\"Coprothermobacter\",null,null,null,null,null],[null,null,\"Sulfolobusacidocaldarius\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Cenarchaeumsymbiosum\",\"Cenarchaeumsymbiosum\",null,null,null,null,null,\"pIVWA5\",\"pIVWA5\",\"pIVWA5\",null,null,null,null,\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"SCA1145\",\"SCA1145\",\"SCA1145\",\"SCA1145\",null,\"SCA1170\",\"SCA1170\",\"SCA1170\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Haloterrigenathermotolerans\",\"Haloterrigenathermotolerans\",\"Halomicrobiummukohataei\",null,null,null,\"Methanosaetathermophila\",null,null,null,null,null,\"Methanosarcinaacetivorans\",\"Methanosarcinamazei\",\"Methanosarcinamazei\",null,null,\"Methanosphaerulapalustris\",\"Methanosphaerulapalustris\",null,null,null,null,null,null,null,null,null,\"Methanocorpusculumlabreanum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methanobacteriumbryantii\",null,null,\"Methanobacteriumbeijingense\",null,null,null,null,\"Methanosphaerastadtmanae\",null,null,null,null,\"Methanobrevibacterarboriphilus\",null,\"Methanobrevibactersmithii\",null,null,null,null,null,null,null,\"Propionibacteriumacnes\",\"Propionibacteriumgranulosum\",\"Propionibacteriumacidipropionici\",null,\"Aestuariimicrobiumkwangyangense\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Nocardioideslentus\",null,null,null,null,null,null,null,null,\"Nocardioidesalkalitolerans\",null,\"Nocardioidesalbus\",\"Nocardioidesalbus\",null,null,null,\"Nocardioidesoleivorans\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Kribbellaaluminosa\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null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null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Pseudanabaenasp.PCC6903\",\"Pseudanabaenasp.PCC6903\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Sulfuricurvumkujiense\",null,null,null,null,null,null,null,null,null,null,\"Sulfurimonasdenitrificans\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Campylobacterfetus\",\"Campylobacterlanienae\",null,null,null,null,\"Campylobacterhelveticus\",null,\"Campylobactercurvus\",\"Campylobactergracilis\",\"Campylobacterhominis\",\"Bacteroidesureolyticus\",\"Campylobactermucosalis\",\"Campylobacterconcisus\",null,null,null,null,null,null,null,null,null,null,null,\"Arcobactercryaerophilus\",null,\"Arcobacterbutzleri\",null,\"Arcobacternitrofigilis\",null,null,null,null,null,null,null,null,null,null,null,\"Mariprofundusferrooxydans\",null,null,null,null,null,null,null,\"Hydrogenophilushalorhabdus\",null,\"Hydrogenophilusthermoluteolus\",\"CandidatusTremblayaprinceps\",\"CandidatusTremblayaprinceps\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"CandidatusBurkholderiakirkii\",null,null,null,null,null,\"Burkholderiagraminis\",null,null,null,null,null,null,null,null,null,null,null,\"Burkholderiatropica\",null,null,null,null,null,null,null,\"Burkholderiasordidicola\",null,null,null,null,null,null,\"Burkholderiamultivorans\",\"Burkholderiaandropogonis\",\"Burkholderiaandropogonis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Sutterellaparvirubra\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Pelistegaeuropaea\",null,null,null,null,null,null,\"Alcaligenesfaecalis\",\"Alcaligenesfaecalis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Microvirgulaaerodenitrificans\",\"Laribacterhongkongensis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Eikenellacorrodens\",null,\"Bergerielladenitrificans\",null,\"Neisserialactamica\",null,null,null,null,null,null,null,\"Conchiformibiussteedae\",\"Conchiformibiuskuhniae\",\"Conchiformibiuskuhniae\",\"Kingellakingae\",null,null,null,null,null,null,\"Simonsiellamuelleri\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methyloteneramobilis\",null,null,null,null,null,null,null,null,null,null,null,null,\"Methylobacillusflagellatus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Nitrosococcusmobilis\",null,null,\"Nitrosospiramultiformis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methyloversatilisuniversalis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thauerasp.MZ1T\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Azonexusfungiphilus\",null,null,null,null,null,null,null,null,null,null,\"Dechloromonasaromatica\",null,null,null,null,null,null,null,null,\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,n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ll,null,\"Vibriosp.AND4\",null,null,null,null,null,\"Vibriometschnikovii\",null,null,\"Vibriovulnificus\",\"Vibriovulnificus\",null,\"Vibrioproteolyticus\",null,\"Vibrioagarivorans\",\"Vibriogallicus\",\"Vibrioichthyoenteri\",null,null,null,null,\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",null,null,null,null,null,null,null,\"Vibriocholerae\",null,null,null,null,null,null,null,null,null,null,\"Vibriorumoiensis\",null,null,null,null,null,null,null,null,null,\"Photobacteriumrosenbergii\",\"Photobacteriumdamselae\",null,null,\"Salinivibriocosticola\",\"Salinivibriocosticola\",null,null,null,null,\"Grimontiahollisae\",\"Moritellaviscosa\",\"Shewanellabenthica\",\"Shewanellasediminis\",\"Shewanellahanedai\",null,null,null,null,null,\"Shewanellaloihica\",null,null,null,\"Shewanelladenitrificans\",\"Shewanellafrigidimarina\",null,null,null,\"Shewanellaoneidensis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Zobellellataiwanensis\",null,null,null,null,null,null,null,null,\"BisgaardTaxon14\",null,null,null,\"Actinobacillusporcinus\",\"Actinobacillusporcinus\",\"Actinobacillusrossii\",\"Mannheimiasucciniciproducens\",null,\"Pasteurellamultocida\",null,null,null,null,null,null,\"Actinobacilluscapsulatus\",\"Bibersteiniatrehalosi\",\"Bibersteiniatrehalosi\",null,null,null,null,\"Haemophilusducreyi\",null,\"Haemophilusparahaemolyticus\",null,\"Actinobacilluspleuropneumoniae\",null,null,\"Actinobacillusindolicus\",null,null,null,\"Volucribacterpsittacicida\",\"Gallibacteriumanatis\",\"Gallibacteriummelopsittaci\",null,\"Gallibacteriumgenomosp.3\",null,null,null,null,null,\"Haemophilusparainfluenzae\",\"Haemophilusparainfluenzae\",\"Haemophilusparainfluenzae\",\"Haemophilusparainfluenzae\",\"BisgaardTaxon10\",\"Actinobacillussuccinogenes\",\"Pasteurellaaerogenes\",\"Aggregatibacteractinomycetemcomitans\",\"Aggregatibactersegnis\",\"Pasteurellapneumotropica\",null,null,null,null,\"Haemophilusinfluenzae\",\"Haemophilusinfluenzae\",\"Histophilussomni\",null,null,null,null,null,\"Edwardsiellaictaluri\",null,null,\"CandidatusHamiltonelladefensa\",\"CandidatusRegiellainsecticola\",null,\"Brenneriaquercina\",null,\"Sodalisglossinidius\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"CandidatusBlochmanniafloridanus\",null,null,\"CandidatusBaumanniacicadellinicola\",\"CandidatusBaumanniacicadellinicola\",null,null,\"Plesiomonasshigelloides\",null,null,null,\"Brenneriarubrifaciens\",null,null,null,null,null,null,null,null,null,\"Serratiamarcescens\",\"Serratiamarcescens\",null,null,\"Raoultellaornithinolytica\",null,null,null,null,null,\"CandidatusSerratiasymbiotica\",null,null,null,null,null,null,null,\"symbiontofNoeetapupillata\",null,null,null,null,null,null,\"Enterobacterpulveris\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Enterobactercowanii\",\"Citrobacterfarmeri\",\"Citrobacterrodentium\",null,null,null,null,null,\"Buttiauxellaagrestis\",null,null,\"Enterobacterhormaechei\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Klebsiellaoxytoca\",null,null,null,null,null,null,\"Pantoeaoleae\",null,null,null,null,null,null,null,null,null,null,\"Pantoeaananatis\",\"Pantoeaananatis\",\"Pantoeaananatis\",\"Pantoeaananatis\",\"Pantoeaananatis\",null,null,null,null,null,null,\"Erwiniatoletana\",null,null,null,null,\"Proteusmirabilis\",\"Xenorhabdusnematophila\",\"Xenorhabduskozodoii\",\"Photorhabdustemperata\",\"Photorhabdustemperata\",null,null,\"Xenorhabdusbudapestensis\",null,\"Xenorhabduscabanillasii\",\"Xenorhabdusstockiae\",null,null,null,null,\"ArsenophonusendosymbiontofDermacentorvariabilis\",null,\"CandidatusPhlomobacterfragariae\",null,null,\"Anaerobiospirillumsucciniciproducens\",null,\"Tolumonasauensis\",null,null,null,null,null,null,\"Psychrobactercryohalolentis\",null,\"Psychrobacterpacificensis\",null,null,null,null,null,null,\"Psychrobactersp.PRwf-1\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Alkanindigeshongkongensis\",null,null,null,null,null,null,null,null,null,null,null,null,\"Acinetobacterursingii\",\"Acinetobactersp.ADP1\",\"Acinetobacterrhizosphaerae\",\"Acinetobacterrhizosphaerae\",null,null,null,null,null,\"Acinetobacterlwoffii\",\"Acinetobacterlwoffii\",\"Acinetobacterlwoffii\",null,null,null,null,\"Acinetobacterradioresistens\",null,null,null,null,\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",null,null,null,null,nul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null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thiothrixeikelboomii\",\"Thiothrixflexilis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"gammaproteobacteriumendosymbiontofSiboglinumfiordicum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Legionellapneumophila\",\"Legionellapneumophila\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Legionellabrunensis\",null,null,\"Tatlockiamaceachernii\",null,null,null,null,null,null,null,\"Legionellayabuuchiae\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Coxiellaburnetii\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thioplocaingrica\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thiobacillusprosperus\",null,null,null,null,null,null,null,null,\"Thioalkalivibriosp.HL-EbGR7\",null,null,null,\"Ectothiorhodospirasp.BogoriaRed\",null,null,null,\"Nitrosococcusoceani\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thiohalomonasdenitrificans\",\"Thiohalomonasdenitrificans\",null,\"Thiohalospirahalophila\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thiorhodovibriowinogradskyi\",\"Thiorhodovibriowinogradskyi\",\"Thiorhodovibriowinogradskyi\",null,null,null,null,null,null,null,null,null,\"Allochromatiumvinosum\",\"Allochromatiumvinosum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Achromatiumoxaliferum\",\"Achromatiumoxaliferum\",\"Achromatiumoxaliferum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Solimonassoli\",null,null,null,null,null,\"Nevskiaramosa\",\"Nevskiaramosa\",null,\"Hydrocarboniphagaeffusa\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Lysobactertaiwanensis\",null,null,\"Thermomonasfusca\",\"Thermomonasfusca\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Xanthomonasaxonopodis\",null,\"Pseudoxanthomonastaiwanensis\",\"Pseudoxanthomonasmexicana\",\"Pseudoxanthomonasmexicana\",null,null,null,null,null,null,null,null,null,\"Pseudomonasgeniculata\",null,null,\"Stenotrophomonaskoreensis\",\"Stenotrophomonaskoreensis\",null,null,null,null,null,null,\"Luteimonasmephitis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodanobacterlindaniclasticus\",\"Rhodanobacterlindaniclasticus\",null,null,null,null,null,null,null,null,\"Dyellajaponica\",\"Dyellajaponica\",null,\"Luteibacterrhizovicinus\",null,null,null,null,\"Frateuriaaurantia\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"CandidatusPelagibacterubique\",\"CandidatusPelagibacterubique\",\"CandidatusPelagibacterubique\",\"CandidatusPelagibacterubique\",\"CandidatusPelagibacterubique\",null,null,null,null,null,null,\"RickettsiaendosymbiontofDeronectesplatynotus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Pseudaminobactersalicylatoxidans\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Ochrobactrumintermedium\",null,null,null,null,null,null,null,\"Rhizobiumsullae\",\"Rhizobiumsullae\",null,null,null,null,null,\"Mycoplanapeli\",null,null,null,null,null,null,null,\"Rhizobiumsp.IRBG74\",\"Rhizobiumsp.IRBG74\",\"Agrobacteriumlarrymoorei\",null,null,null,null,null,null,\"Agrobacteriumvitis\",null,null,\"Martelellamediterranea\",null,null,null,null,null,\"Aurantimonasmanganoxydans\",null,\"Fulvimarinapelagi\",\"Aurantimonasaltamirensis\",null,null,null,null,null,null,null,null,null,null,null,\"Chelativoransmultitrophicus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodobiumorientis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Pleomorphomonasoryzae\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Xanthobacterautotrophicus\",null,\"Azorhizobiumcaulinodans\",null,null,null,null,null,null,null,null,\"Labrysmethylaminiphilus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Bradyrhizobiumcanariense\",\"Bradyrhizobiumcanariense\",null,null,null,null,null,null,null,null,null,\"Afipiafelis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodoplaneselegans\",\"Rhodoplaneselegans\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methylobacteriumkomagatae\",\"Methylobacteriumkomagatae\",null,null,\"Methylobacteriumorganophilum\",\"Methylobacteriumorganophilum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methylocellapalustris\",null,null,\"Beijerinckiaindica\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methylosinussporium\",\"Methylosinussporium\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Hyphomicrobiumsulfonivorans\",null,null,null,null,null,null,null,null,null,\"Pedomicrobiumaustralicum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Hyphomicrobiumzavarzinii\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Labrenziaaggregata\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null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Must character vector factor. level (required) level (must present modality) interest min_nb_seq_taxa (default 0 = filter) minimum number sequences per taxa min_nb_samples_taxa (default 0 = filter) minimum number samples per taxa","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/taxa_only_in_one_level.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Show taxa which are present in only one given level of a modality — taxa_only_in_one_level","text":"vector taxa names vector taxa names","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/taxa_only_in_one_level.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Show taxa which are present in only one given level of a modality — taxa_only_in_one_level","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/taxa_only_in_one_level.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Show taxa which are present in only one given level of a modality — taxa_only_in_one_level","text":"","code":"data_fungi_mini_woNA4height <- subset_samples(   data_fungi_mini,   !is.na(data_fungi_mini@sam_data$Height) ) taxa_only_in_one_level(data_fungi_mini_woNA4height, \"Height\", \"High\") #> Cleaning suppress 3 taxa and 0 samples. #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 42 #> Number of filtered-out ASV 35 #> Number of kept ASV 7 #> Number of kept samples 3 #> Cleaning suppress 3 taxa and 0 samples. #> [1] \"ASV48\" \"ASV50\" \"ASV77\" \"ASV93\" # Taxa present only in low height samples suppressMessages(suppressWarnings(taxa_only_in_one_level(data_fungi, \"Height\", \"Low\"))) #>   [1] \"ASV54\"   \"ASV84\"   \"ASV143\"  \"ASV190\"  \"ASV202\"  \"ASV229\"  \"ASV247\"  #>   [8] \"ASV253\"  \"ASV254\"  \"ASV274\"  \"ASV307\"  \"ASV311\"  \"ASV318\"  \"ASV330\"  #>  [15] \"ASV388\"  \"ASV394\"  \"ASV408\"  \"ASV412\"  \"ASV422\"  \"ASV433\"  \"ASV442\"  #>  [22] \"ASV457\"  \"ASV476\"  \"ASV487\"  \"ASV491\"  \"ASV495\"  \"ASV549\"  \"ASV554\"  #>  [29] \"ASV560\"  \"ASV571\"  \"ASV604\"  \"ASV659\"  \"ASV664\"  \"ASV672\"  \"ASV679\"  #>  [36] \"ASV682\"  \"ASV683\"  \"ASV703\"  \"ASV710\"  \"ASV713\"  \"ASV716\"  \"ASV730\"  #>  [43] \"ASV739\"  \"ASV751\"  \"ASV753\"  \"ASV777\"  \"ASV804\"  \"ASV808\"  \"ASV814\"  #>  [50] \"ASV827\"  \"ASV829\"  \"ASV862\"  \"ASV867\"  \"ASV900\"  \"ASV943\"  \"ASV946\"  #>  [57] \"ASV957\"  \"ASV993\"  \"ASV1033\" \"ASV1041\" \"ASV1045\" \"ASV1105\" \"ASV1115\" #>  [64] \"ASV1116\" \"ASV1117\" \"ASV1124\" \"ASV1158\" \"ASV1166\" \"ASV1184\" \"ASV1197\" #>  [71] \"ASV1199\" \"ASV1214\" \"ASV1218\" \"ASV1228\" \"ASV1242\" \"ASV1262\" \"ASV1265\" #>  [78] \"ASV1298\" \"ASV1307\" \"ASV1364\" \"ASV1374\" \"ASV1378\" \"ASV1381\" \"ASV1384\" #>  [85] \"ASV1405\" \"ASV1416\" \"ASV1430\" \"ASV1450\" \"ASV1454\" \"ASV1470\" \"ASV1471\" #>  [92] \"ASV1480\" \"ASV1485\" \"ASV1498\" \"ASV1524\" \"ASV1527\" \"ASV1537\" \"ASV1542\" #>  [99] \"ASV1559\" \"ASV1563\" \"ASV1569\" \"ASV1575\" \"ASV1576\" \"ASV1584\" \"ASV1594\" #> [106] \"ASV1600\" \"ASV1611\" \"ASV1624\" \"ASV1627\" \"ASV1632\" \"ASV1645\" \"ASV1653\" #> [113] \"ASV1654\" \"ASV1664\" \"ASV1665\" \"ASV1667\" \"ASV1670\" \"ASV1672\" \"ASV1680\" #> [120] \"ASV1681\" \"ASV1704\" \"ASV1705\" \"ASV1716\" \"ASV1726\" # Number of taxa present only in sample of time equal to 15 suppressMessages(suppressWarnings(length(taxa_only_in_one_level(data_fungi, \"Time\", \"15\")))) #> [1] 126"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":null,"dir":"Reference","previous_headings":"","what":"Summarize information from sample data in a table — tbl_sum_samdata","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"wrapper gtsummary::tbl_summary() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"","code":"tbl_sum_samdata(physeq, remove_col_unique_value = TRUE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"physeq (required): phyloseq-class object obtained using phyloseq package. remove_col_unique_value (logical, default TRUE) remove informative columns (categorical column one value per samples), e.g. samples names ? ... Others arguments pass gtsummary::tbl_summary().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"new phyloseq-class object larger slot tax_table","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"function mainly wrapper work others. Please make reference gtsummary::tbl_summary() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"","code":"if (requireNamespace(\"gtsummary\")) {   tbl_sum_samdata(data_fungi) %>%     gtsummary::as_kable()    summary_samdata <- tbl_sum_samdata(data_fungi,     include = c(\"Time\", \"Height\"),     type = list(Time ~ \"continuous2\", Height ~ \"categorical\"),     statistic = list(Time ~ c(\"{median} ({p25}, {p75})\", \"{min}, {max}\"))   ) } # \\donttest{ data(enterotype) if (requireNamespace(\"gtsummary\")) {   summary_samdata <- tbl_sum_samdata(enterotype)   summary_samdata <- tbl_sum_samdata(enterotype, include = !contains(\"SampleId\")) } # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":null,"dir":"Reference","previous_headings":"","what":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"List fastq fastg.gz files -> nb reads samples List dada-class -> nb reads, clusters (ASV) samples List derep-class -> nb reads, clusters (unique sequences) samples Matrix samples x clusters (e.g. otu_table) -> nb reads, clusters samples Phyloseq-class -> nb reads, clusters samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"","code":"track_wkflow(   list_of_objects,   obj_names = NULL,   clean_pq = FALSE,   taxonomy_rank = NULL,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"list_of_objects (required) list objects obj_names list names corresponding list objects clean_pq (logical) set TRUE, empty samples empty ASV discarded clustering. taxonomy_rank vector int. Define column number taxonomic rank physeq@tax_table compute number unique value. Default NULL compute values taxonomic rank ... arguments passed clean_pq() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"number sequences, clusters (e.g. OTUs, ASVs) samples object.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"","code":"data(enterotype) if (requireNamespace(\"pbapply\")) {   track_wkflow(list(data_fungi, enterotype), taxonomy_rank = c(3, 5)) } #> Compute the number of sequences #> Start object of class: phyloseq #> Start object of class: phyloseq #> Compute the number of clusters #> Start object of class: phyloseq #> Start object of class: phyloseq #> Compute the number of samples #> Start object of class: phyloseq #> Start object of class: phyloseq #> Compute the number of values in taxonomic rank #> Start object of class: phyloseq #> Start object of class: phyloseq #> Start object of class: phyloseq #> Start object of class: phyloseq #>   nb_sequences nb_clusters nb_samples Class Family #> 1 1839124.0000        1420        185    25    163 #> 2     279.9807         553        280     1      1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":null,"dir":"Reference","previous_headings":"","what":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each samples. — track_wkflow_samples","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each samples. — track_wkflow_samples","text":"Contrary track_wkflow(), phyloseq object possible. information available manual function track_wkflow()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each samples. — track_wkflow_samples","text":"","code":"track_wkflow_samples(list_pq_obj, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each samples. — track_wkflow_samples","text":"list_pq_obj (required): list object passed track_wkflow() phyloseq object return value information sample needed ... args passed track_wkflow()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each samples. — track_wkflow_samples","text":"list dataframe. cf track_wkflow() information","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each samples. — track_wkflow_samples","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each samples. — track_wkflow_samples","text":"","code":"tree_A10_005 <- subset_samples(data_fungi, Tree_name == \"A10-005\") if (requireNamespace(\"pbapply\")) {   track_wkflow_samples(tree_A10_005) } #> You select 1 of 3 samples and conserved 67 out of 1420 taxa represented by 13314 sequences (out of 56868 sequences [23%]) #> Compute the number of sequences #> Start object of class: phyloseq #> Compute the number of clusters #> Start object of class: phyloseq #> Compute the number of samples #> Start object of class: phyloseq #> You select 1 of 3 samples and conserved 70 out of 1420 taxa represented by 39593 sequences (out of 56868 sequences [70%]) #> Compute the number of sequences #> Start object of class: phyloseq #> Compute the number of clusters #> Start object of class: phyloseq #> Compute the number of samples #> Start object of class: phyloseq #> You select 1 of 3 samples and conserved 54 out of 1420 taxa represented by 3961 sequences (out of 56868 sequences [7%]) #> Compute the number of sequences #> Start object of class: phyloseq #> Compute the number of clusters #> Start object of class: phyloseq #> Compute the number of samples #> Start object of class: phyloseq #> $`A10-005-B_S188_MERGED.fastq.gz` #>   nb_sequences nb_clusters nb_samples #> 1        13314          67          1 #>  #> $`A10-005-H_S189_MERGED.fastq.gz` #>   nb_sequences nb_clusters nb_samples #> 1        39593          70          1 #>  #> $`A10-005-M_S190_MERGED.fastq.gz` #>   nb_sequences nb_clusters nb_samples #> 1         3961          54          1 #>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":null,"dir":"Reference","previous_headings":"","what":"Adds transparency to a vector of colors — transp","title":"Adds transparency to a vector of colors — transp","text":"Adds transparency vector colors","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Adds transparency to a vector of colors — transp","text":"","code":"transp(col, alpha = 0.5)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Adds transparency to a vector of colors — transp","text":"col vector colors alpha (default 0.5) numeric value 0 1 representing alpha coefficient; 0: total transparency; 1: transparency.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Adds transparency to a vector of colors — transp","text":"color vector","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Adds transparency to a vector of colors — transp","text":"Thibaut Jombart adegenet package","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot treemap of 2 taxonomic levels — treemap_pq","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"Note lvl2need nested lvl1","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"","code":"treemap_pq(   physeq,   lvl1,   lvl2,   nb_seq = TRUE,   log10trans = TRUE,   plot_legend = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. lvl1 (required) Name first (higher) taxonomic rank interest lvl2 (required) Name second (lower) taxonomic rank interest nb_seq (logical; default TRUE) set FALSE, number ASV count. Concretely, physeq otu_table transformed binary otu_table (value different zero set one) log10trans (logical, default TRUE) TRUE, number sequences (ASV nb_seq = FALSE) log10 transformed. plot_legend (logical, default FALSE) TRUE, plot che legend color lvl 1 ... arguments passed treemapify::geom_treemap() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"ggplot2 graphic","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"","code":"data(data_fungi_sp_known) if (requireNamespace(\"treemapify\")) {   treemap_pq(     clean_pq(subset_taxa(       data_fungi_sp_known,       Phylum == \"Basidiomycota\"     )),     \"Order\", \"Class\",     plot_legend = TRUE   ) } #> Loading required namespace: treemapify #> Cleaning suppress 0 taxa and 5 samples.  # \\donttest{ if (requireNamespace(\"treemapify\")) {   treemap_pq(     clean_pq(subset_taxa(       data_fungi_sp_known,       Phylum == \"Basidiomycota\"     )),     \"Order\", \"Class\",     log10trans = FALSE   )   treemap_pq(     clean_pq(subset_taxa(       data_fungi_sp_known,       Phylum == \"Basidiomycota\"     )),     \"Order\", \"Class\",     nb_seq = FALSE, log10trans = FALSE   ) } #> Cleaning suppress 0 taxa and 5 samples. #> Cleaning suppress 0 taxa and 5 samples.  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Compute tSNE position of samples from a phyloseq object — tsne_pq","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"Compute tSNE position samples phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"","code":"tsne_pq(physeq, method = \"bray\", dims = 2, theta = 0, perplexity = 30, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. method method calculate distance using vegan::vegdist() function dims (Int) Output dimensionality (default: 2) theta (Numeric) Speed/accuracy trade-(increase less accuracy), set 0.0 exact TSNE (default: 0.0 see details man page Rtsne::Rtsne). perplexity (Numeric) Perplexity parameter (bigger 3 * perplexity < nrow(X) - 1, see details man page Rtsne::Rtsne) ... arguments passed Rtsne::Rtsne()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"list element including matrix Y containing new representations objects. See ?Rtsne::Rtsne() information","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"","code":"if (requireNamespace(\"Rtsne\")) {   res_tsne <- tsne_pq(data_fungi) } #> Taxa are now in rows."},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":null,"dir":"Reference","previous_headings":"","what":"Get the unique value in x or NA if none — unique_or_na","title":"Get the unique value in x or NA if none — unique_or_na","text":"unique(x) single value, return ; otherwise, return NA type x. x factor, levels ordered status kept either case. x non-atomic vector (.e. list), logical NA used.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get the unique value in x or NA if none — unique_or_na","text":"","code":"unique_or_na(x)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get the unique value in x or NA if none — unique_or_na","text":"x vector","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get the unique value in x or NA if none — unique_or_na","text":"Either single value (unique(x) return single value) NA","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Get the unique value in x or NA if none — unique_or_na","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get the unique value in x or NA if none — unique_or_na","text":"","code":"f <- factor(c(\"a\", \"a\", \"b\", \"c\"), ordered = TRUE) unique_or_na(f) #> [1] <NA> #> Levels: a < b < c unique_or_na(f[1:2]) #> [1] a #> Levels: a < b < c  x <- c(\"a\", \"b\", \"a\") unique_or_na(x[c(1, 3)]) #> [1] \"a\" unique_or_na(x) #> [1] NA unique_or_na(x) %>% typeof() #> [1] \"character\""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Make upset plot for phyloseq object. — upset_pq","title":"Make upset plot for phyloseq object. — upset_pq","text":"Alternative venn plot.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Make upset plot for phyloseq object. — upset_pq","text":"","code":"upset_pq(   physeq,   fact,   taxa_fill = NULL,   min_nb_seq = 0,   na_remove = TRUE,   numeric_fonction = sum,   rarefy_after_merging = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Make upset plot for phyloseq object. — upset_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. taxa_fill (default NULL) fill ASV upset using column tax_table slot. min_nb_seq minimum number sequences OTUs samples take count OTUs sample. example, min_nb_seq=2,value 2 less OTU table count venn diagram na_remove : TRUE (default), NA values fact removed FALSE, NA values set \"NA\" numeric_fonction (default : sum) function numeric vector useful complex plot (see examples) rarefy_after_merging Rarefy sample merging modalities fact parameter ... arguments passed ComplexUpset::upset()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Make upset plot for phyloseq object. — upset_pq","text":"ggplot2 plot","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Make upset plot for phyloseq object. — upset_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Make upset plot for phyloseq object. — upset_pq","text":"","code":"if (requireNamespace(\"ComplexUpset\")) {   upset_pq(data_fungi_mini,     fact = \"Height\", width_ratio = 0.2,     taxa_fill = \"Class\"   ) } #> Loading required namespace: ComplexUpset #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137  # \\donttest{ if (requireNamespace(\"ComplexUpset\")) {   upset_pq(data_fungi_mini, fact = \"Height\", min_nb_seq = 1000)   upset_pq(data_fungi_mini, fact = \"Height\", na_remove = FALSE)    upset_pq(data_fungi_mini, fact = \"Time\", width_ratio = 0.2, rarefy_after_merging = TRUE)    upset_pq(     data_fungi_mini,     fact = \"Time\",     width_ratio = 0.2,     annotations = list(       \"Sequences per ASV \\n (log10)\" = (         ggplot(mapping = aes(y = log10(Abundance)))         +           geom_jitter(aes(             color =               Abundance           ), na.rm = TRUE)           +           geom_violin(alpha = 0.5, na.rm = TRUE) +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       ),       \"ASV per phylum\" = (         ggplot(mapping = aes(fill = Phylum))         +           geom_bar() +           ylab(\"ASV per phylum\") +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       )     )   )     upset_pq(     data_fungi_mini,     fact = \"Time\",     width_ratio = 0.2,     numeric_fonction = mean,     annotations = list(       \"Sequences per ASV \\n (log10)\" = (         ggplot(mapping = aes(y = log10(Abundance)))         +           geom_jitter(aes(             color =               Abundance           ), na.rm = TRUE)           +           geom_violin(alpha = 0.5, na.rm = TRUE) +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       ),       \"ASV per phylum\" = (         ggplot(mapping = aes(fill = Phylum))         +           geom_bar() +           ylab(\"ASV per phylum\") +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       )     )   )     upset_pq(     subset_taxa(data_fungi_mini, Phylum == \"Basidiomycota\"),     fact = \"Time\",     width_ratio = 0.2,     base_annotations = list(),     annotations = list(       \"Sequences per ASV \\n (log10)\" = (         ggplot(mapping = aes(y = log10(Abundance)))         +           geom_jitter(aes(             color =               Abundance           ), na.rm = TRUE)           +           geom_violin(alpha = 0.5, na.rm = TRUE) +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       ),       \"ASV per phylum\" = (         ggplot(mapping = aes(fill = Class))         +           geom_bar() +           ylab(\"ASV per Class\") +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       )     )   )    data_fungi2 <- data_fungi_mini   data_fungi2@sam_data[[\"Time_0\"]] <- data_fungi2@sam_data$Time == 0   data_fungi2@sam_data[[\"Height__Time_0\"]] <-     paste0(data_fungi2@sam_data[[\"Height\"]], \"__\", data_fungi2@sam_data[[\"Time_0\"]])   data_fungi2@sam_data[[\"Height__Time_0\"]][grepl(\"NA\", data_fungi2@sam_data[[\"Height__Time_0\"]])] <-     NA   upset_pq(data_fungi2, fact = \"Height__Time_0\", width_ratio = 0.2, min_size = 2) } #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> At least one sample name start with a zero. #>     That can be a problem for some phyloseq functions such as #>     plot_bar and psmelt. #> Cleaning suppress 0 taxa and 0 samples. #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test for differences between intersections — upset_test_pq","text":"","code":"upset_test_pq(   physeq,   fact,   var_to_test = \"OTU\",   min_nb_seq = 0,   na_remove = TRUE,   numeric_fonction = sum,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test for differences between intersections — upset_test_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. var_to_test (default c(\"OTU\")) : vector column present tax_table slot physeq object min_nb_seq minimum number sequences OTUs samples take count OTUs sample. example, min_nb_seq=2,value 2 less OTU table count venn diagram na_remove : TRUE (default), NA values fact removed FALSE, NA values set \"NA\" numeric_fonction (default : sum) function numeric vector useful complex plot (see examples) ... arguments passed ComplexUpset::upset_test()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test for differences between intersections — upset_test_pq","text":"ggplot2 plot","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test for differences between intersections — upset_test_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test for differences between intersections — upset_test_pq","text":"","code":"data(data_fungi) if (requireNamespace(\"ComplexUpset\")) {   upset_test_pq(data_fungi, \"Height\", var_to_test = c(\"OTU\", \"Class\", \"Guild\"))   upset_test_pq(data_fungi, \"Time\") } #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 0 #> Number of kept ASV 1420 #> Number of kept samples 185 #> [1] \"OTU, Class, Guild differ significantly between intersections\" #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 0 #> Number of kept ASV 1420 #> Number of kept samples 185 #> [1] \"OTU differ significantly between intersections\" #>     variable     p.value statistic                         test         fdr #> OTU      OTU 0.002217898   33.7837 Kruskal-Wallis rank sum test 0.002217898"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Venn diagram of phyloseq-class object — venn_pq","text":"","code":"venn_pq(physeq, fact, min_nb_seq = 0, print_values = TRUE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Venn diagram of phyloseq-class object — venn_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. min_nb_seq (default: 0)): minimum number sequences OTUs samples take count OTUs sample. example, min_nb_seq=2,value 2 less OTU table change 0 analysis print_values (logical) Print () table number OTUs combination. print_values TRUE object ggplot object. Please use print_values = FALSE want add ggplot function (cf example).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Venn diagram of phyloseq-class object — venn_pq","text":"ggplot2 plot representing Venn diagram modalities argument factor","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Venn diagram of phyloseq-class object — venn_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Venn diagram of phyloseq-class object — venn_pq","text":"","code":"if (requireNamespace(\"venneuler\")) {   data(\"enterotype\")   venn_pq(enterotype, fact = \"SeqTech\") } #> Loading required namespace: venneuler  # \\donttest{ if (requireNamespace(\"venneuler\")) {   venn_pq(enterotype, fact = \"ClinicalStatus\")   venn_pq(enterotype, fact = \"Nationality\", print_values = FALSE)   venn_pq(enterotype, fact = \"ClinicalStatus\", print_values = FALSE) +     scale_fill_hue()   venn_pq(enterotype, fact = \"ClinicalStatus\", print_values = FALSE) +     scale_fill_hue() }   # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/verify_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Verify the validity of a phyloseq object — verify_pq","title":"Verify the validity of a phyloseq object — verify_pq","text":"Mostly internal use MiscMetabar functions.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/verify_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Verify the validity of a phyloseq object — verify_pq","text":"","code":"verify_pq(   physeq,   verbose = FALSE,   min_nb_seq_sample = 500,   min_nb_seq_taxa = 1 )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/verify_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Verify the validity of a phyloseq object — verify_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. verbose (logical, default FALSE) TRUE, prompt warnings. min_nb_seq_sample (numeric) used verbose = TRUE. Minimum number sequences per samples show warning. min_nb_seq_taxa (numeric) used verbose = TRUE. Minimum number sequences per taxa show warning.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/verify_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Verify the validity of a phyloseq object — verify_pq","text":"Nothing phyloseq object valid. error case. Warnings verbose = TRUE","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"","code":"vs_search_global(   physeq,   seq2search = NULL,   path_to_fasta = NULL,   vsearchpath = \"vsearch\",   id = 0.8,   iddef = 0,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"physeq (required): phyloseq-class object obtained using phyloseq package. seq2search (required path_to_fasta NULL) Either () DNAstringSet object (ii) character vector convert DNAstringSet using Biostrings::DNAStringSet() path_to_fasta (required seq2search NULL) path fasta file seq2search est NULL. vsearchpath (default: vsearch) path vsearch id (default: 0.8) id option --usearch_global vsearch software iddef (default: 0) iddef option --usearch_global vsearch software keep_temporary_files (logical, default: FALSE) keep temporary files temp.fasta (refseq fasta) cluster.fasta (centroid) temp.uc (clusters)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"dataframe uc results (invisible)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"function mainly wrapper work others. Please cite vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"","code":"# \\donttest{ if (requireNamespace(\"seqinr\")) {   file_dna <- tempfile(\"dna.fa\")   seqinr::write.fasta(\"GCCCATTAGTATTCTAGTGGGCATGCCTGTTCGAGCGTCATTTTCAACC\",     file = file_dna, names = \"seq1\"   )    res <- vs_search_global(data_fungi, path_to_fasta = file_dna)   unlink(file_dna)    res[res$identity != \"*\", ]    clean_pq(subset_taxa(data_fungi, res$identity != \"*\")) } #> Error in eval(e, x, parent.frame()): object 'res' not found # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"","code":"vsearch_clustering(   physeq = NULL,   dna_seq = NULL,   nproc = 1,   id = 0.97,   vsearchpath = \"vsearch\",   tax_adjust = 0,   vsearch_cluster_method = \"--cluster_size\",   vsearch_args = \"--strand both\",   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"physeq (required): phyloseq-class object obtained using phyloseq package. dna_seq may directly use character vector DNA sequences place physeq args. physeq set, dna sequences take value physeq@refseq nproc (default: 1) Set number cpus/processors use clustering id (default: 0.97) level identity cluster vsearchpath (default: vsearch) path vsearch tax_adjust (Default 0) See man page merge_taxa_vec() details. conserved taxonomic rank abundant ASV, set tax_adjust 0 (default). moment tax_adjust = 0 robust vsearch_cluster_method (default: \"--cluster_size) See possible methods vsearch manual (e.g. --cluster_size --cluster_smallmem) --cluster_fast : Clusterize fasta sequences filename, automatically sort decreasing sequence length beforehand. --cluster_size : Clusterize fasta sequences filename, automatically sort decreasing sequence abundance beforehand. --cluster_smallmem : Clusterize fasta sequences filename without automatically modifying order beforehand. Sequence expected sorted decreasing sequence length, unless --usersort used. case may set vsearch_args vsearch_args = \"--strand --usersort\" vsearch_args (default : \"--strand \") one length character element defining parameters passed vsearch. keep_temporary_files (logical, default: FALSE) keep temporary files ? temp.fasta (refseq fasta dna_seq sequences) cluster.fasta (centroid method = \"vsearch\") temp.uc (clusters method = \"vsearch\")","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"new object class physeq list cluster dna_seq args used.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"function use merge_taxa_vec() function merge taxa clusters. default tax_adjust = 0. See man page merge_taxa_vec(). function mainly wrapper work others. Please cite vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"VSEARCH can downloaded https://github.com/torognes/vsearch. information associated publication https://pubmed.ncbi.nlm.nih.gov/27781170.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"","code":"# \\donttest{ summary_plot_pq(data_fungi) #> Cleaning suppress 0 taxa and 0 samples.  d_vs <- vsearch_clustering(data_fungi) summary_plot_pq(d_vs) #> Cleaning suppress 0 taxa and 0 samples.  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"","code":"write_pq(   physeq,   path = NULL,   rdata = FALSE,   one_file = FALSE,   write_sam_data = TRUE,   sam_data_first = FALSE,   clean_pq = TRUE,   reorder_asv = FALSE,   rename_asv = FALSE,   remove_empty_samples = TRUE,   remove_empty_taxa = TRUE,   clean_samples_names = TRUE,   silent = FALSE,   verbose = FALSE,   quote = FALSE,   sep_csv = \"\\t\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. path path folder save phyloseq object rdata (logical) phyloseq object also saved Rdata format? one_file (logical) TRUE, combine data one file write_sam_data (logical) samples data add file. used one_file TRUE. Note option result lot NA values. sam_data_first (logical) TRUE, put sample data top table used one_file write_sam_data TRUE. clean_pq (logical) set TRUE, empty samples discarded subsetting ASV reorder_asv (logical) TRUE otu_table ordered number sequences ASV (descending order). Default TRUE. possible clean_pq set TRUE. rename_asv reorder_asv (logical) TRUE, ASV renamed position OTU_table (asv_1, asv_2, ...). Default FALSE. possible clean_pq set TRUE. remove_empty_samples (logical) want remove samples without sequences (done removing empty taxa) remove_empty_taxa (logical) want remove taxa without sequences (done removing empty samples) clean_samples_names (logical) want clean samples names? silent (logical) true, message printing. verbose (logical) Additional informations message verbose parameter overwrite silent parameter. quote logical value (default FALSE) numeric vector. TRUE, character factor columns surrounded double quotes.  numeric vector, elements taken indices columns quote.  cases, row column names quoted written. FALSE nothing quoted. sep_csv (default tabulation) separator column ... arguments passed utils::write.table() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"Build folder (path) containing one four csv tables (refseq.csv, otu_table.csv, tax_table.csv, sam_data.csv) present phy_tree Newick format","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"","code":"write_pq(data_fungi, path = paste0(tempdir(), \"/phyloseq\")) #> Cleaning suppress 0 taxa and 0 samples. write_pq(data_fungi, path = paste0(tempdir(), \"/phyloseq\"), one_file = TRUE) #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(`A10-005-B_S188_MERGED.fastq.gz`, #> `A10-005-H_S189_MERGED.fastq.gz`, `A10-005-M_S190_MERGED.fastq.gz`, #> `A12-007_S191_MERGED.fastq.gz`, `A12-007-B_S2_MERGED.fastq.gz`, #> `A15-004_S3_MERGED.fastq.gz`, `A8-005_S4_MERGED.fastq.gz`, #> `A9-012_S5_MERGED.fastq.gz`, `AB29-ABMX-H_S6_MERGED.fastq.gz`, #> `AC27-013_S7_MERGED.fastq.gz`, AC29033_S8_MERGED.fastq.gz, #> `AD26-005-B_S9_MERGED.fastq.gz`, `AD26-005-H_S10_MERGED.fastq.gz`, #> `AD26-005-M_S11_MERGED.fastq.gz`, `AD30-ABMX-M_S12_MERGED.fastq.gz`, #> `AD32-007-M_S13_MERGED.fastq.gz`, `ADABM30X-B_S14_MERGED.fastq.gz`, #> `ADABM30X-H_S15_MERGED.fastq.gz`, `ADABM30X-M_S16_MERGED.fastq.gz`, #> `AE30-ABM507_S17_MERGED.fastq.gz`, `B17-014_S18_MERGED.fastq.gz`, #> `B18-006-B_S19_MERGED.fastq.gz`, `BA16-036bis_S20_MERGED.fastq.gz`, #> `BA17-050-B_S21_MERGED.fastq.gz`, `BB19-006-H_S22_MERGED.fastq.gz`, #> `BB6-019-B_S23_MERGED.fastq.gz`, `BB6-019-H_S24_MERGED.fastq.gz`, #> `BB6-019-M_S25_MERGED.fastq.gz`, `BD14-021_S26_MERGED.fastq.gz`, #> `BE9-006-B_S27_MERGED.fastq.gz`, `BE9-006-H_S28_MERGED.fastq.gz`, #> `BE9-006-M_S29_MERGED.fastq.gz`, `BG7-010-B_S30_MERGED.fastq.gz`, #> `BG7-010-H_S31_MERGED.fastq.gz`, `BG7-010-M_S32_MERGED.fastq.gz`, #> `BH9-021_S33_MERGED.fastq.gz`, `BJ17-007-M_S34_MERGED.fastq.gz`, #> `BJ8-ABM-003_S35_MERGED.fastq.gz`, `BL7-006-B_S36_MERGED.fastq.gz`, #> `BL7-006-H_S37_MERGED.fastq.gz`, `BL7-006-M_S38_MERGED.fastq.gz`, #> `BN11-041_S39_MERGED.fastq.gz`, `BN9-002_S40_MERGED.fastq.gz`, #> `BO8-002_S41_MERGED.fastq.gz`, `BO8-005_S42_MERGED.fastq.gz`, #> `BP11-001-B_S43_MERGED.fastq.gz`, `BP11-001-H_S44_MERGED.fastq.gz`, #> `BP11-001-M_S45_MERGED.fastq.gz`, `BP12-025-B_S46_MERGED.fastq.gz`, #> `BP14-006_S47_MERGED.fastq.gz`, `BQ3-019_S48_MERGED.fastq.gz`, #> `BQ4-018-B_S49_MERGED.fastq.gz`, `BQ4-018-H_S50_MERGED.fastq.gz`, #> `BQ4-018-M_S51_MERGED.fastq.gz`, `BQ9ABM-002_S52_MERGED.fastq.gz`, #> `BR8-005_S53_MERGED.fastq.gz`, `BS14-006_S54_MERGED.fastq.gz`, #> `BT-006-M_S55_MERGED.fastq.gz`, `BT7-006_S56_MERGED.fastq.gz`, #> `BV11-002-B_S57_MERGED.fastq.gz`, `BV11-002-H_S58_MERGED.fastq.gz`, #> `BV11-002-M_S59_MERGED.fastq.gz`, `BW8-003_S60_MERGED.fastq.gz`, #> `C1-001_S61_MERGED.fastq.gz`, `C21-NV1-B_S62_MERGED.fastq.gz`, #> `C21-NV1-H_S63_MERGED.fastq.gz`, `C21-NV1-M_S64_MERGED.fastq.gz`, #> `C9-005_S65_MERGED.fastq.gz`, `CA12-024_S66_MERGED.fastq.gz`, #> `CA9-027_S67_MERGED.fastq.gz`, `CA9-X_S68_MERGED.fastq.gz`, #> `CB8-019-B_S69_MERGED.fastq.gz`, `CB8-019-H_S70_MERGED.fastq.gz`, #> `CB8-019-M_S71_MERGED.fastq.gz`, `CB9-013_S72_MERGED.fastq.gz`, #> `CC3-044_S73_MERGED.fastq.gz`, `CC8-003_S74_MERGED.fastq.gz`, #> `D17-011_S77_MERGED.fastq.gz`, `D18-003-B_S78_MERGED.fastq.gz`, #> `D18-003-H_S79_MERGED.fastq.gz`, `D18-003-M_S80_MERGED.fastq.gz`, #> `D22-NVABM1_S81_MERGED.fastq.gz`, `D61-010-B_S82_MERGED.fastq.gz`, #> `D9-027-B_S83_MERGED.fastq.gz`, `D9-027-H_S84_MERGED.fastq.gz`, #> `D9-027-M_S85_MERGED.fastq.gz`, `DBM-ABM-001_S86_MERGED.fastq.gz`, #> `DJ2-008-B_S87_MERGED.fastq.gz`, `DJ2-008-H_S88_MERGED.fastq.gz`, #> `DJ2-008-M_S89_MERGED.fastq.gz`, `DP4-ABM001_S90_MERGED.fastq.gz`, #> `DS1-ABM002-B_S91_MERGED.fastq.gz`, `DS1-ABM002-H_S92_MERGED.fastq.gz`, #> `DS1-ABM002-M_S93_MERGED.fastq.gz`, `DU3-045-B_S94_MERGED.fastq.gz`, #> `DW4-007_S95_MERGED.fastq.gz`, `DY5-004-B_S96_MERGED.fastq.gz`, #> `DY5-004-H_S97_MERGED.fastq.gz`, `DY5-004-M_S98_MERGED.fastq.gz`, #> `DZ6-ABM-001_S99_MERGED.fastq.gz`, `E9-009-B_S100_MERGED.fastq.gz`, #> `E9-009-H_S101_MERGED.fastq.gz`, `E9-009-M_S102_MERGED.fastq.gz`, #> `EA5-ABM-001_S103_MERGED.fastq.gz`, `EC2-013-B_S104_MERGED.fastq.gz`, #> `F6-ABM-001_S105_MERGED.fastq.gz`, `F7-015-M_S106_MERGED.fastq.gz`, #> `FOMES19-H_S108_MERGED.fastq.gz`, `FOMES19-M_S109_MERGED.fastq.gz`, #> `H10-018-M_S110_MERGED.fastq.gz`, `H24-NVABM1-H_S111_MERGED.fastq.gz`, #> `J18-004-B_S114_MERGED.fastq.gz`, `J18-004-H_S115_MERGED.fastq.gz`, #> `J18-004-M_S116_MERGED.fastq.gz`, `K18-002-H_S117_MERGED.fastq.gz`, #> `K26-NVABM1_S118_MERGED.fastq.gz`, `L19X-B_S119_MERGED.fastq.gz`, #> `L19X-H_S120_MERGED.fastq.gz`, `L19X-M_S121_MERGED.fastq.gz`, #> `L23-002-B_S122_MERGED.fastq.gz`, `L23-002-H_S123_MERGED.fastq.gz`, #> `L23-002-M_S124_MERGED.fastq.gz`, `M22-001_S125_MERGED.fastq.gz`, #> `N19X-B_S126_MERGED.fastq.gz`, `N19X-H_S127_MERGED.fastq.gz`, #> `N19X-M_S128_MERGED.fastq.gz`, `N22-001-B_S129_MERGED.fastq.gz`, #> `N23-002-B_S130_MERGED.fastq.gz`, `N23-002-H_S131_MERGED.fastq.gz`, #> `N23-002-M_S132_MERGED.fastq.gz`, `N25-ABMX_S133_MERGED.fastq.gz`, #> `NVABM-0058_S134_MERGED.fastq.gz`, `NVABM-0163-H_S135_MERGED.fastq.gz`, #> `NVABM-0397_S138_MERGED.fastq.gz`, NVABM0216_S136_MERGED.fastq.gz, #> `NVABM0244-M_S137_MERGED.fastq.gz`, `O20-X-B_S139_MERGED.fastq.gz`, #> `O20-X-H_S140_MERGED.fastq.gz`, `O20-X-M_S141_MERGED.fastq.gz`, #> `O21-007-B_S142_MERGED.fastq.gz`, `O21-007-H_S143_MERGED.fastq.gz`, #> `O21-007-M_S144_MERGED.fastq.gz`, `O24-003-B_S145_MERGED.fastq.gz`, #> `O24-003-H_S146_MERGED.fastq.gz`, `O24-003-M_S147_MERGED.fastq.gz`, #> `O26-004-B_S148_MERGED.fastq.gz`, `O26-004-H_S149_MERGED.fastq.gz`, #> `O26-004-M_S150_MERGED.fastq.gz`, `O27-012_S151_MERGED.fastq.gz`, #> `O9-005-B_S152_MERGED.fastq.gz`, `P19-023-M_S153_MERGED.fastq.gz`, #> `P27-015-M_S154_MERGED.fastq.gz`, `P27-ABM001_S155_MERGED.fastq.gz`, #> `Q27-ABM003-B_S156_MERGED.fastq.gz`, `R25-ABMX_S157_MERGED.fastq.gz`, #> `R28-008-B_S158_MERGED.fastq.gz`, `R28-008-H_S159_MERGED.fastq.gz`, #> `R28-008-M_S160_MERGED.fastq.gz`, `T28-011_S161_MERGED.fastq.gz`, #> `T28-ABM602-B_S162_MERGED.fastq.gz`, `U27-ABM002_S163_MERGED.fastq.gz`, #> `W25-ABMX_S164_MERGED.fastq.gz`, `W26-001-B_S165_MERGED.fastq.gz`, #> `W26-001-H_S166_MERGED.fastq.gz`, `W26-001-M_S167_MERGED.fastq.gz`, #> `W30-006_S168_MERGED.fastq.gz`, `W9-025-M_S169_MERGED.fastq.gz`, #> `X24-009-B_S170_MERGED.fastq.gz`, `X24-009-H_S171_MERGED.fastq.gz`, #> `X24-009-M_S172_MERGED.fastq.gz`, `X24-010_S173_MERGED.fastq.gz`, #> `X29-004-B_S174_MERGED.fastq.gz`, `X29-004-H_S175_MERGED.fastq.gz`, #> `X29-004-M_S176_MERGED.fastq.gz`, `Y21-ABM484-H_S177_MERGED.fastq.gz`, #> `Y28-002-B_S178_MERGED.fastq.gz`, `Y28-002-H_S179_MERGED.fastq.gz`, #> `Y28-002-M_S180_MERGED.fastq.gz`, `Y29-007-B_S181_MERGED.fastq.gz`, #> `Y29-007-H_S182_MERGED.fastq.gz`, `Y29-007-M_S183_MERGED.fastq.gz`, #> `Y31-ABM484-B_S184_MERGED.fastq.gz`, `Z29-001-H_S185_MERGED.fastq.gz`, #> `Z30-002_S186_MERGED.fastq.gz`, `Z30-ABM560-M_S187_MERGED.fastq.gz`)` unlink(paste0(tempdir(), \"/phyloseq\"), recursive = TRUE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-08-in-development","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.8 (in development)","title":"MiscMetabar 0.8 (in development)","text":"Add param plot_with_tuckey hill_pq()., Add function formattable_pq() make beautiful table distribution taxa across modality using visualization inside table. Add functions fac2col() transp() facilitate manipulation colors, especially function formattable_pq() Add functions signif_ancombc() plot_ancombc_pq() plot significant results ancombc_pq() function Add function distri_1_taxa() summarize distribution one given taxa across level modality Add function normalize_prop_pq() implement method proposed McKnight et al. 2018 Add function psmelt_samples_pq() build data frame samples information including number sequences (Abundance) Hill diversity metrics. Useful use ggstatsplot packages (see examples). Replace param variable fact function ggbetween_pq() hill_pq() (keeping variable option hill_pq() backward compatibility) Fix bug class return object function chimera_removal_vs(). Now return matrix able parsed [dada2::getUniques()]","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-07-in-development","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.7 (in development)","title":"MiscMetabar 0.7 (in development)","text":"Add functions chimera_detection_vs() chimera_removal_vs() process chimera detection removal using vsearch software Add functions filter_trim(), sample_data_with_new_names() rename_samples() facilitate use targets bioinformatic pipeline. Add function add_info_to_sam_data() expand sam_data slot using data.frame using nb_asv nb_seq Add functions swarm_clustering() vsearch_clustering() add swarm method function asv2otu() Add function physeq_or_string_to_dna() mostly internal use Add function cutadapt_remove_primers() remove primers using cutadapt Add internal functions is_swarm_installed(), is_cutadapt_installed(), is_vsearch_installed() is_falco_installed() test availability external software order run examples test testthat. Submit CRAN change code comply rules (patch 0.7.1 0.7.9) Numerous examples tests skipped CRAN spends much time run. Rules vignettes updated details strategy .","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"breaking-changes-0-7","dir":"Changelog","previous_headings":"","what":"BREAKING CHANGES","title":"MiscMetabar 0.7 (in development)","text":"add_nb_sequences -> add_nb_seq ggvenn_pq() db -> db_url get_funguild_db() db -> db_funguild get_funguild_db() file -> file_path get_file_extension() n_seq -> nb_seq subsample_fastq() otutable -> otu_table lulu() alpha -> pval plot_edgeR_pq() plot_deseq2_pq() change default value 0.01 classical 0.05 sequences -> seq2search function search_exact_seq_pq() seq_names -> dna_seq function asv2otu Removing function install_pkg_needed() comply CRAN policies","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-060","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.6.0","title":"MiscMetabar 0.6.0","text":"Add function ancombc_pq() simplify call ANCOMBC::ancombc2() : ANalysis COmpositions Microbiomes Bias Correction 2 Add param taxa_names_from_physeq (default FALSE) subset_taxa_pq() Add param rarefy_by_sample (default FALSE) function ggbetween_pq() Add function are_modality_even_depth() test samples depth significantly vary among modalities factor Add functions merge_taxa_vec() merge_samples2() speedyseq package MiscMetabar decrease package dependencies (Thanks Mike R. Mclaren) Add function reorder_taxa_pq() order replace unique call package MicroViz decrease package dependencies. Add functions get_funguild_db() funguild_assign() FUNGuildR package MiscMetabar decrease package dependencies Remove dependencies packages available CRAN Bioconductor. Improve code using goodpractice::gp() devtools::check() function Add messages various cases (NA samples data, low number sequences samples, low number sequences taxa) using verify_pq() args verbose=TRUE Fix bug multitax_bar_pq() using nb_seq = FALSE","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-052","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.52","title":"MiscMetabar 0.52","text":"Add function ggbetween_pq() facilitate comparison hill number using power ggstatsplot::ggbetweenstats() Add function plot_SCBD_pq() plot species contributions beta diversity (SCBD) samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-051","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.51","title":"MiscMetabar 0.51","text":"Add function LCBD_pq() plot_LCBD_pq() compute, test plot local contributions beta diversity (LCBD) samples Add function tbl_sum_samdata() summarize information sample data table Add function mumu_pq() use mumu, fast robust C++ implementation lulu. Add (mostly internal) function install_pkg_needed() install pkg (mostly package list Suggest DESCRIPTION) needed function. Add function add_funguild_info() plot_guild_pq() add plot fungal guild information taxonomy using FUNGuild package Add function build_phytree_pq() build 3 phylogenetic trees (NJ, UPGMA ML using phangorn R package) refseq slot phyloseq object, possibly bootstrap values. See vignettes Tree visualization introduction tree visualization using ggtree R package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-05","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.5","title":"MiscMetabar 0.5","text":"Phyloseq object converted taxa_are_columns ggvenn_pq() thanks issue #31","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"breaking-changes-0-5","dir":"Changelog","previous_headings":"","what":"BREAKING CHANGES","title":"MiscMetabar 0.5","text":"Rename param log_10 function biplot_pq() log10trans Rename param log10transform function circle_pq() log10trans","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-042","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.42","title":"MiscMetabar 0.42","text":"Add argument one_plot (default FALSE, behavior ) hill_pq function order return unique ggplot2 object four plots inside. Add argument correction_for_sample_size (default TRUE, behavior ) hill_pq hill_tuckey_pq function allow removing correction uneven sampling depth. Add function multitax_bar_pq() plot 3 levels taxonomy function samples attributes Add function ridges_pq() plot ridges one taxonomic level function samples attributes Add function treemap_pq plot treemap two taxonomic levels","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-041","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.41","title":"MiscMetabar 0.41","text":"Add function iNEXT_pq() calculate hill diversity using iNEXT package. Add argument pairs multi_biplot_pq() order indicate pairs samples want print. Improve compare_pairs_pq() information number shared sequences among pairs. Add function upset_pq() plot upset phyloseq object using ComplexUpset package. Add function upset_test_pq test differences intersections (wrapper ComplexUpset::upset_test() phyloseq-object). Add info (param add_info) subtitle hill_pq() function. Add argument remove_space simplify_taxo() function. Add argument simplify_taxo clean_pq() function. Change argument rarefy_nb_seq rarefy_before_merging add arguments rarefy_after_merging add_nb_seq ggvenn_pq() function. Add arguments rarefy_after_merging biplot_pq() upset_pq() functions. Add argument taxa_fill upset_pq() function order fill bar taxonomic rank. Add function subsample_fastq() make subset fastq files order test pipeline samples low number reads. Add function accu_samp_threshold() compute number sequence obtain given proportion ASV accumulation curves (`accu_plot). Add function tax_bar_pq() order plot taxonomic distribution across samples.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-040","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.40","title":"MiscMetabar 0.40","text":"Add function multi_biplot_pq() visualize collection couples samples comparison list biplot_pq(). Add options add_info, na_remove, clean_pq plot_tax_pq() function. Add options vsearch_cluster_method vsearch_args otu2asv() detailed control vsearch software. Suppression buggy function MM_idtaxa(). 4 separate tables 1 table version 1 RData file Add function add_blast_info() add information blast_pq() tax_table slot phyloseq object. Add option keep_temporary_files asv2otu() function. Improve documentation asv2otu() fix little bug name conserved ASV asv2otu(). Test coverage largely improved leading numerous minor bug fixes. Add function search_exact_seq_pq() search exact matching sequences using complement, reverse reverse-complement phyloseq object. Add function add_new_taxonomy_pq() add new taxonomic rank phyloseq object. example add taxonomic assignment new database. Add battery test using test_that package improve code compatibility cran recommendations.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"breaking-changes-0-40","dir":"Changelog","previous_headings":"","what":"BREAKING CHANGES","title":"MiscMetabar 0.40","text":"vsearch_cluster_method = “–cluster_size” tax_adjust = 0","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-034","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.34","title":"MiscMetabar 0.34","text":"Add option add_nb_samples ggvenn_pq() add number samples level name plot. Useful see disequilibrium number samples among factor’s levels. Add option args_makedb args_blastn functions blast_pq(), blast_to_phyloseq(), blast_to_derep() filter_asv_blast(). Add option rarefy_nb_seqs ggven_pq() order rarefy samples plotting. Add function SRS_curve_pq() plot scaling ranked subsampling (SRS) curves using SRS::SRS_curve() function (see citation(“SRS”) reference). Add option nb_samples_info biplot_pq() order add number samples merged level factors. Add message two modalities differ greatly (x2) number sequences biplot_pq() ggvenn_pq(). Add options na_remove, dist_method (including Aitchinson robust-Aitchinson distance), correction_for_sample_size rarefy_nb_seqs options adonis_pq() function. Add option na_remove graph_test_pq() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-033","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.33","title":"MiscMetabar 0.33","text":"Add function plot_tax_pq() plot taxonomic distribution (nb sequences nb ASV) across factor. Add option add_points make better axis hill_pq() function Add function blast_to_derep() order facilitate searching fasta sequences dereplicated sequences (obtained dada2::derepFastq) Add functions tsne_pq() plot_tsne_pq() quickly visualize results t-SNE multidimensional analysis based Rtsne::Rtsne() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-032","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.32","title":"MiscMetabar 0.32","text":"Add possibility select folder function count_seq() Add functions track_wkflow_samples() select_one_sample() Add option sam_data_first function write_pq() Add option reorder_asv rename_asv function write_pq() clean_pq Add function rotl_pq() build phylogenetic tree using ASV binomial names physeq object Open Tree Life tree.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-031","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.31","title":"MiscMetabar 0.31","text":"Argument split_by make multiple plot given variable sam_data slot (function ggvenn_pq()) Argument seq_names asv2otu() function allow clusterize sequences character vector DNA. Add blast_pq() function blast sequences @ref_seq slot custom database Add filter_asv_blast() function filter ASV phyloseq dataset using blast custom database Add subset_taxa_pq() function filter ASV based named conditional vector. Used filter_asv_blast(). Add parameter force_taxa_as_columns (default FALSE) force_taxa_as_rows (default FALSE) clean_pq(). Add first version function count_fastq_seq() count sequences fastq.gz files directly R. Add taxonomic info track_wkflow() function (parameter taxonomy_rank)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-03","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.3","title":"MiscMetabar 0.3","text":"Change function names, mainly replacing physeq pk. Improve documentation using rules documented Rules vignettes. Add option sam_names() read_pq() Correction data_fungi data_fungi_sp_known metadata","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-024","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.24","title":"MiscMetabar 0.24","text":"Add supplementary info summary_plot_physeq()` Better arguments biplot_physeq()`) Add merge_sample_by argument biplot_physeq()` Better documentation example. minors bugs fixes addition, see list commits","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-023","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.23","title":"MiscMetabar 0.23","text":"Adapt function asv2otu() IdClusters change DECIPHER package (commit 254100922f2093cc789d018c18a26752a3cda1e3). change IdClusters function removed DECIPHER Clusterize function. Better functioning blast_to_phyloseq() none query sequences founded. Add tax_adjust argument asv2otu()function Add functions useful targets package Add biplot_physeq() function visualize two samples comparison physeq object Add argument modality tax_datatable() function split OTU abundancy level sample modality Add function multiple_share_bisamples() help compare samples pairs Add new function (ggVenn_phyloseq()) better venn diagram without area calculation (use venn_phyloseq() case). Add two functions helpful beta-diversity analysis (adonis_phyloseq() physeq_graph_test())","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-022","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.22","title":"MiscMetabar 0.22","text":"Add badge set development lifecycle function Add lulu_phyloseq function make easy reclustering phyloseq object using lulu algorithm (https://www.nature.com/articles/s41467-017-01312-x) lulu package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-021","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.21","title":"MiscMetabar 0.21","text":"first release pkgdown.","code":""}]
+[{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"our-pledge","dir":"","previous_headings":"","what":"Our Pledge","title":"Contributor Covenant Code of Conduct","text":"members, contributors, leaders pledge make participation community harassment-free experience everyone, regardless age, body size, visible invisible disability, ethnicity, sex characteristics, gender identity expression, level experience, education, socio-economic status, nationality, personal appearance, race, religion, sexual identity orientation. pledge act interact ways contribute open, welcoming, diverse, inclusive, healthy community.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"our-standards","dir":"","previous_headings":"","what":"Our Standards","title":"Contributor Covenant Code of Conduct","text":"Examples behavior contributes positive environment community include: Demonstrating empathy kindness toward people respectful differing opinions, viewpoints, experiences Giving gracefully accepting constructive feedback Accepting responsibility apologizing affected mistakes, learning experience Focusing best just us individuals, overall community Examples unacceptable behavior include: use sexualized language imagery, sexual attention advances kind Trolling, insulting derogatory comments, personal political attacks Public private harassment Publishing others’ private information, physical email address, without explicit permission conduct reasonably considered inappropriate professional setting","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"enforcement-responsibilities","dir":"","previous_headings":"","what":"Enforcement Responsibilities","title":"Contributor Covenant Code of Conduct","text":"Community leaders responsible clarifying enforcing standards acceptable behavior take appropriate fair corrective action response behavior deem inappropriate, threatening, offensive, harmful. Community leaders right responsibility remove, edit, reject comments, commits, code, wiki edits, issues, contributions aligned Code Conduct, communicate reasons moderation decisions appropriate.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"scope","dir":"","previous_headings":"","what":"Scope","title":"Contributor Covenant Code of Conduct","text":"Code Conduct applies within community spaces, also applies individual officially representing community public spaces. Examples representing community include using official e-mail address, posting via official social media account, acting appointed representative online offline event.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"enforcement","dir":"","previous_headings":"","what":"Enforcement","title":"Contributor Covenant Code of Conduct","text":"Instances abusive, harassing, otherwise unacceptable behavior may reported community leaders responsible enforcement adrientaudiere@tutanota.com. complaints reviewed investigated promptly fairly. community leaders obligated respect privacy security reporter incident.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"enforcement-guidelines","dir":"","previous_headings":"","what":"Enforcement Guidelines","title":"Contributor Covenant Code of Conduct","text":"Community leaders follow Community Impact Guidelines determining consequences action deem violation Code Conduct:","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"id_1-correction","dir":"","previous_headings":"Enforcement Guidelines","what":"1. Correction","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Use inappropriate language behavior deemed unprofessional unwelcome community. Consequence: private, written warning community leaders, providing clarity around nature violation explanation behavior inappropriate. public apology may requested.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"id_2-warning","dir":"","previous_headings":"Enforcement Guidelines","what":"2. Warning","title":"Contributor Covenant Code of Conduct","text":"Community Impact: violation single incident series actions. Consequence: warning consequences continued behavior. interaction people involved, including unsolicited interaction enforcing Code Conduct, specified period time. includes avoiding interactions community spaces well external channels like social media. Violating terms may lead temporary permanent ban.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"id_3-temporary-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"3. Temporary Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: serious violation community standards, including sustained inappropriate behavior. Consequence: temporary ban sort interaction public communication community specified period time. public private interaction people involved, including unsolicited interaction enforcing Code Conduct, allowed period. Violating terms may lead permanent ban.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"id_4-permanent-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"4. Permanent Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Demonstrating pattern violation community standards, including sustained inappropriate behavior, harassment individual, aggression toward disparagement classes individuals. Consequence: permanent ban sort public interaction within community.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CODE_OF_CONDUCT.html","id":"attribution","dir":"","previous_headings":"","what":"Attribution","title":"Contributor Covenant Code of Conduct","text":"Code Conduct adapted Contributor Covenant, version 2.0, available https://www.contributor-covenant.org/version/2/0/code_of_conduct.html. Community Impact Guidelines inspired Mozilla’s code conduct enforcement ladder. answers common questions code conduct, see FAQ https://www.contributor-covenant.org/faq. Translations available https://www.contributor-covenant.org/translations.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":null,"dir":"","previous_headings":"","what":"Contributing to MiscMetabar","title":"Contributing to MiscMetabar","text":"First , thanks taking time contribute MiscMetabar! contributing guide heavily based contributing guide rcompendium. types contributions encouraged valued. See Table contents different ways help details project handles . Please make sure read relevant section making contribution. make lot easier us maintainers smooth experience involved.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"table-of-contents","dir":"","previous_headings":"","what":"Table of contents","title":"Contributing to MiscMetabar","text":"Code conduct Style guide Commit messages Asking questions Reporting bugs Requesting features Contributing code","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"code-of-conduct","dir":"","previous_headings":"","what":"Code of conduct","title":"Contributing to MiscMetabar","text":"project released Contributor Code Conduct. participating, expected uphold code. Please report unacceptable behavior adrien.taudiere@zaclys.net.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"style-guide","dir":"","previous_headings":"","what":"Style guide","title":"Contributing to MiscMetabar","text":"use Tidyverse style guide writing R code. Functions documented roxygen2 syntax. MiscMetabar uses lower_snake_case except want integrate names packages.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"commit-messages","dir":"","previous_headings":"","what":"Commit messages","title":"Contributing to MiscMetabar","text":"want contribute commiting changes, please try use (least ) Conventional commits specification.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"asking-questions","dir":"","previous_headings":"","what":"Asking questions","title":"Contributing to MiscMetabar","text":"ask question, best search existing Issues might help . case found suitable issue still need clarification, can write question issue. still feel need ask question need clarification, recommend following: Open new Issue. Use template other_issue.md. Provide much context can ’re running . Provide project platform versions (paste output sessionInfo()). take care issue soon possible.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"before-submitting-a-bug-report","dir":"","previous_headings":"Reporting bugs","what":"Before submitting a bug report","title":"Contributing to MiscMetabar","text":"good bug report shouldn’t leave others needing chase information. Therefore, ask investigate carefully, collect information describe issue detail report. Please complete following steps advance help us fix potential bug fast possible. Make sure using latest version MiscMetabar. Determine bug really bug error side. see users experienced (potentially already solved) issue , check already bug report existing bug error bug tracker.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"how-do-i-submit-a-bug-report","dir":"","previous_headings":"Reporting bugs","what":"How do I submit a bug report?","title":"Contributing to MiscMetabar","text":"use GitHub Issues track bugs errors. run issue project: Open new Issue. Use template bug_report.md. Explain behavior expect actual behavior. Please provide much context possible describe reproduction steps someone else can follow recreate issue . usually includes code reproducible example. take care issue soon possible.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"before-requesting-a-feature","dir":"","previous_headings":"Requesting features","what":"Before requesting a feature","title":"Contributing to MiscMetabar","text":"Make sure using latest version MiscMetabar. Read documentationcarefully find functionality already covered. Perform search see enhancement already suggested. , add comment existing issue instead opening new one.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"how-do-i-submit-a-feature-request","dir":"","previous_headings":"Requesting features","what":"How do I submit a feature request?","title":"Contributing to MiscMetabar","text":"Feature requests tracked GitHub Issues. Open new Issue. Use template feature_request.md. Provide clear descriptive title issue identify suggestion. Provide step--step description suggested enhancement many details possible. Explain enhancement useful MiscMetabar users. take care issue soon possible.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"contributing-code","dir":"","previous_headings":"","what":"Contributing code","title":"Contributing to MiscMetabar","text":"add rules package development pkgdown site . short : Always indicate required params (required) Indicate default values () set values possible (e.g “bray” parameter method [vegan::vegdist()]) (ii) value well thought good default value users (e.g. number permutation processors, level identity cluster 97%). Indicate type logical integer params. Homogenize params names across function. Prefer ASVs OTUs denomination, even thought almost interchangeable MiscMetabar package. #### Lifecycle Experimental: First status function Maturing: tests /analyses make stronger functions Stable: Good level confidence","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"general-workflow","dir":"","previous_headings":"Contributing code","what":"General workflow","title":"Contributing to MiscMetabar","text":"use GitHub flow collaborate project: Fork repository using GitHub interface. Clone fork using git clone fork-url (replace fork-url URL fork). Alternatively, open RStudio IDE create New Project Version Control. Create new branch w/ git checkout -b branch-name (replace branch-name name new branch). Make contribution (see examples). Stage (git add) commit (git commit) changes often necessary Push changes GitHub w/ git push origin branch-name. Submit Pull Request original repo. review PR soon possible.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"editing-the-readme","dir":"","previous_headings":"Contributing code > Improve documentation","what":"Editing the README","title":"Contributing to MiscMetabar","text":"want contribute improving README, please edit README.Rmd (README.md). forget update README.md running:","code":"rmarkdown::render(\"README.Rmd\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"editing-vignettes","dir":"","previous_headings":"Contributing code > Improve documentation","what":"Editing vignettes","title":"Contributing to MiscMetabar","text":"want contribute editing existing vignette, just edit corresponding Rmd file stored vignettes/ folder. want contribute adding new vignette, create new Rmd file vignettes/ folder add following header: use new external dependency, forget add DESCRIPTION file section Suggests (package already listed section Imports). Check integrity package :","code":"--- title: \"Vignette Title\" output: rmarkdown::html_vignette vignette: >   %\\VignetteIndexEntry{Vignette Title}   %\\VignetteEngine{knitr::rmarkdown}   %\\VignetteEncoding{UTF-8} --- devtools::check()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"editing-function-documentation","dir":"","previous_headings":"Contributing code > Improve documentation","what":"Editing function documentation","title":"Contributing to MiscMetabar","text":"want contribute improving documentation function, open corresponding file R/ folder edit lines starting #' (roxygen2 syntax). Update documentation (Rd files man/ folder) running: use new external dependency example section, forget add DESCRIPTION file section Imports (package already listed). Check integrity package :","code":"devtools::document() devtools::check()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"fix-bug","dir":"","previous_headings":"Contributing code","what":"Fix bug","title":"Contributing to MiscMetabar","text":"want contribute improving code function, open edit corresponding file R/ folder. Check integrity package : forget adapt unit tests function editing corresponding file stored tests/testthat/ folder. use package testthat implement unit tests. Check tests running: Warning, test time-consuming. Feel free improve speed tests!","code":"devtools::check() devtools::test()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/CONTRIBUTING.html","id":"new-feature","dir":"","previous_headings":"Contributing code","what":"New feature","title":"Contributing to MiscMetabar","text":"want contribute submitting new feature, please follow workflow: Create new R file folder R/. Implement code function. Document function w/ roxygen2 syntax. necessary, add additional dependencies DESCRIPTION file. Update package documentation w/ devtools::document(). Create new R file folder tests/testthat/. Implement unit tests new function. Check integrity package w/ devtools::check(). Thanks contribution!","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"raison-dêtre","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis","what":"Raison d’être","title":"Introduction","text":"Complete R packages dada2 phyloseq Useful visualizations (biplot_pq, circle_pq, upset_pq, ggvenn_pq) Facilitate use targets package","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"quick-overview","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis","what":"Quick overview","title":"Introduction","text":"introduction metabarcoding R, Please visite state field vignettes. import, export track vignette explains import export phyloseq object. also show summarize useful information (number sequences, samples clusters) accross bioinformatic pipelines. interested ecological metrics, see vignettes describing alpha-diversity beta-diversity analysis. vignette filter taxa samples describes data-filtering processes using MiscMetabar reclustering tutorial introduces different way clustering already-clustered OTU/ASV. vignette tengeler explore dataset Tengeler et al. (2020) using MiscMetabar functions. developers, also wrote vignette describing som rules codes.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"summarize-a-physeq-object","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis > Quick overview","what":"Summarize a physeq object","title":"Introduction","text":"","code":"library(\"MiscMetabar\") library(\"phyloseq\") library(\"magrittr\") data(\"data_fungi\") summary_plot_pq(data_fungi)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"create-an-interactive-table-of-the-tax_table","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis > Quick overview","what":"Create an interactive table of the tax_table","title":"Introduction","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") tax_datatable(subset_taxa(   GlobalPatterns,   rowSums(GlobalPatterns@otu_table) > 100000 ))"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"sankey-diagram-of-the-tax_table","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis > Quick overview","what":"Sankey diagram of the tax_table","title":"Introduction","text":"","code":"gp <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") sankey_pq(gp, taxa = c(1:5))"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"upset-plot-for-visualize-distribution-of-taxa-in-function-of-samples-variables","dir":"Articles","previous_headings":"Introduction to MiscMetabar: an R package to facilitate visualization and reproducibility in metabarcoding analysis > Quick overview","what":"Upset plot for visualize distribution of taxa in function of samples variables","title":"Introduction","text":"","code":"upset_pq(gp, \"SampleType\", taxa = \"Class\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"references","dir":"Articles","previous_headings":"","what":"References","title":"Introduction","text":"Tengeler, .C., Dam, S.., Wiesmann, M. et al. Gut microbiota persons attention-deficit/hyperactivity disorder affects brain mice. Microbiome 8, 44 (2020). https://doi.org/10.1186/s40168-020-00816-x","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/MiscMetabar.html","id":"session-inform","dir":"Articles","previous_headings":"","what":"Session inform","title":"Introduction","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] magrittr_2.0.3    MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4       #> [5] dada2_1.30.0      Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0   #>  #> loaded via a namespace (and not attached): #>   [1] bitops_1.0-7                deldir_2.0-4                #>   [3] permute_0.9-7               rlang_1.1.3                 #>   [5] ade4_1.7-22                 matrixStats_1.3.0           #>   [7] compiler_4.3.3              mgcv_1.9-1                  #>   [9] png_0.1-8                   systemfonts_1.0.6           #>  [11] vctrs_0.6.5                 reshape2_1.4.4              #>  [13] stringr_1.5.1               pkgconfig_2.0.3             #>  [15] crayon_1.5.2                fastmap_1.1.1               #>  [17] XVector_0.42.0              labeling_0.4.3              #>  [19] utf8_1.2.4                  Rsamtools_2.18.0            #>  [21] rmarkdown_2.26              ragg_1.3.0                  #>  [23] xfun_0.43                   zlibbioc_1.48.2             #>  [25] cachem_1.0.8                GenomeInfoDb_1.38.8         #>  [27] jsonlite_1.8.8              biomformat_1.30.0           #>  [29] highr_0.10                  rhdf5filters_1.14.1         #>  [31] DelayedArray_0.28.0         Rhdf5lib_1.24.2             #>  [33] BiocParallel_1.36.0         jpeg_0.1-10                 #>  [35] parallel_4.3.3              cluster_2.1.6               #>  [37] R6_2.5.1                    bslib_0.7.0                 #>  [39] stringi_1.8.3               RColorBrewer_1.1-3          #>  [41] ComplexUpset_1.3.3          GenomicRanges_1.54.1        #>  [43] jquerylib_0.1.4             SummarizedExperiment_1.32.0 #>  [45] iterators_1.0.14            knitr_1.46                  #>  [47] IRanges_2.36.0              Matrix_1.6-5                #>  [49] splines_4.3.3               igraph_2.0.3                #>  [51] tidyselect_1.2.1            rstudioapi_0.16.0           #>  [53] abind_1.4-5                 yaml_2.3.8                  #>  [55] vegan_2.6-4                 codetools_0.2-19            #>  [57] hwriter_1.3.2.1             lattice_0.22-6              #>  [59] tibble_3.2.1                plyr_1.8.9                  #>  [61] Biobase_2.62.0              withr_3.0.0                 #>  [63] ShortRead_1.60.0            evaluate_0.23               #>  [65] desc_1.4.3                  survival_3.5-8              #>  [67] RcppParallel_5.1.7          Biostrings_2.70.3           #>  [69] pillar_1.9.0                MatrixGenerics_1.14.0       #>  [71] DT_0.33                     foreach_1.5.2               #>  [73] stats4_4.3.3                generics_0.1.3              #>  [75] RCurl_1.98-1.14             S4Vectors_0.40.2            #>  [77] munsell_0.5.1               scales_1.3.0                #>  [79] glue_1.7.0                  tools_4.3.3                 #>  [81] interp_1.1-6                data.table_1.15.4           #>  [83] GenomicAlignments_1.38.2    fs_1.6.3                    #>  [85] rhdf5_2.46.1                grid_4.3.3                  #>  [87] tidyr_1.3.1                 ape_5.8                     #>  [89] crosstalk_1.2.1             latticeExtra_0.6-30         #>  [91] colorspace_2.1-0            patchwork_1.2.0             #>  [93] networkD3_0.4               nlme_3.1-164                #>  [95] GenomeInfoDbData_1.2.11     cli_3.6.2                   #>  [97] textshaping_0.3.7           fansi_1.0.6                 #>  [99] S4Arrays_1.2.1              gtable_0.3.4                #> [101] sass_0.4.9                  digest_0.6.35               #> [103] BiocGenerics_0.48.1         SparseArray_1.2.4           #> [105] htmlwidgets_1.6.4           farver_2.1.1                #> [107] memoise_2.0.1               htmltools_0.5.8.1           #> [109] pkgdown_2.0.7               multtest_2.58.0             #> [111] lifecycle_1.0.4             MASS_7.3-60.0.1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"re-clustering-asvs","dir":"Articles","previous_headings":"","what":"Re-clustering ASVs","title":"Reclustering","text":"ASV (stands Amplicon Sequence Variant; also called ESV Exact Amplicon Variant) DNA sequence obtained high-throughput analysis marker genes. OTU group closely related individuals created clustering sequences based threshold similarity. ASV special case OTU similarity threshold 100%. third concept zero-radius OTU zOTU (Edgar 2016) concept ASV compute softwares dada (e.g. vsearch). choice ASV OTU important lead different results (Joos et al. (2020), Box 2 Tedersoo et al. (2022), Chiarello et al. (2022)). articles recommend making choice depending question. example, ASV may better OTU describing group closely related species. addition, ASV comparable across different datasets (obtained using identical marker genes). hand, (Tedersoo et al. 2022) report ASV approaches overestimate richness common fungal species (due haplotype variation), underestimate richness rare species. therefore recommend use OTUs metabarcoding analyses fungal communities. Finally, (Kauserud 2023) argues ASV term falls within original OTU term recommends adopting OTU terms, concise clear report OTUs generated. Recent articles (Forster et al. 2019; Antich et al. 2021; brandt2021?) propose use approach together. recommend () using ASV denoise dataset (ii) questions, clustering ASV sequences OTUs. (garcia2019?) used concept demonstrate ecotypes (ASV within OTUs) adapted different values environmental factors favoring persistence OTU across changing environmental conditions. goal function asv2otu(), using either DECIPHER::Clusterize function R vsearch software.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"using-decipher-or-vsearch-algorithm","dir":"Articles","previous_headings":"Re-clustering ASVs","what":"Using decipher or Vsearch algorithm","title":"Reclustering","text":"vsearch method requires installation Vsearch.","code":"data(data_fungi_sp_known) otu <- asv2otu(data_fungi_sp_known, method = \"clusterize\") #> Partitioning sequences by 5-mer similarity: #> ================================================================================ #> Time difference of 0.14 secs #>  #> Sorting by relatedness within 1 group: #> iteration 2 of up to 325 (100.0% stability)  #>  #> Time difference of 0.18 secs #>  #> Clustering sequences by 8-mer similarity: #> ================================================================================ #>  #> Time difference of 1.43 secs #>  #> Clusters via relatedness sorting: 100% (0% exclusively) #> Clusters via rare 5-mers: 100% (0% exclusively) #> Estimated clustering effectiveness: 100% otu_vs <- asv2otu(data_fungi_sp_known, method = \"vsearch\") summary_plot_pq(data_fungi_sp_known) summary_plot_pq(otu)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"using-lulu-algorithm-link-to-lulu-article","dir":"Articles","previous_headings":"Re-clustering ASVs","what":"Using lulu algorithm (link to LULU article)","title":"Reclustering","text":"Another post-clustering transformation method implemented lulu_pq(), uses Frøslev et al. (2017)’s method curation DNA amplicon data. aim clean non-biological information make explicitly less clusters. examples, (brandt2021?) clustered amplicon sequence variants (ASVs) operational taxonomic units (OTUs) swarm choose curate ASVs/OTUs using LULU.","code":"data(data_fungi_sp_known) lulu_res <- lulu_pq(data_fungi_sp_known) summary_plot_pq(data_fungi_sp_known) summary_plot_pq(lulu_res$new_physeq)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"tracking-number-of-samples-sequences-and-clusters","dir":"Articles","previous_headings":"Re-clustering ASVs","what":"Tracking number of samples, sequences and clusters","title":"Reclustering","text":"","code":"track_wkflow(list(   \"Raw data\" = data_fungi_sp_known,   \"OTU\" = otu,   \"OTU_vsearch\" = otu_vs,   \"LULU\" = lulu_res[[1]] )) #>             nb_sequences nb_clusters nb_samples #> Raw data         1106581         651        185 #> OTU              1106581         362        185 #> OTU_vsearch      1106581         362        185 #> LULU             1106581         549        185"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Reclustering.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Reclustering","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4       dada2_1.30.0      #> [5] Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0   #>  #> loaded via a namespace (and not attached): #>   [1] DBI_1.2.2                   bitops_1.0-7                #>   [3] pbapply_1.7-2               deldir_2.0-4                #>   [5] permute_0.9-7               rlang_1.1.3                 #>   [7] magrittr_2.0.3              ade4_1.7-22                 #>   [9] RSQLite_2.3.6               matrixStats_1.3.0           #>  [11] compiler_4.3.3              mgcv_1.9-1                  #>  [13] png_0.1-8                   systemfonts_1.0.6           #>  [15] vctrs_0.6.5                 reshape2_1.4.4              #>  [17] stringr_1.5.1               pkgconfig_2.0.3             #>  [19] crayon_1.5.2                fastmap_1.1.1               #>  [21] XVector_0.42.0              labeling_0.4.3              #>  [23] utf8_1.2.4                  Rsamtools_2.18.0            #>  [25] rmarkdown_2.26              ragg_1.3.0                  #>  [27] bit_4.0.5                   xfun_0.43                   #>  [29] zlibbioc_1.48.2             cachem_1.0.8                #>  [31] GenomeInfoDb_1.38.8         jsonlite_1.8.8              #>  [33] biomformat_1.30.0           blob_1.2.4                  #>  [35] highr_0.10                  rhdf5filters_1.14.1         #>  [37] DelayedArray_0.28.0         Rhdf5lib_1.24.2             #>  [39] BiocParallel_1.36.0         jpeg_0.1-10                 #>  [41] parallel_4.3.3              cluster_2.1.6               #>  [43] R6_2.5.1                    bslib_0.7.0                 #>  [45] stringi_1.8.3               RColorBrewer_1.1-3          #>  [47] GenomicRanges_1.54.1        jquerylib_0.1.4             #>  [49] SummarizedExperiment_1.32.0 iterators_1.0.14            #>  [51] knitr_1.46                  DECIPHER_2.30.0             #>  [53] IRanges_2.36.0              Matrix_1.6-5                #>  [55] splines_4.3.3               igraph_2.0.3                #>  [57] tidyselect_1.2.1            rstudioapi_0.16.0           #>  [59] abind_1.4-5                 yaml_2.3.8                  #>  [61] vegan_2.6-4                 codetools_0.2-19            #>  [63] hwriter_1.3.2.1             lattice_0.22-6              #>  [65] tibble_3.2.1                plyr_1.8.9                  #>  [67] Biobase_2.62.0              withr_3.0.0                 #>  [69] ShortRead_1.60.0            evaluate_0.23               #>  [71] desc_1.4.3                  survival_3.5-8              #>  [73] RcppParallel_5.1.7          Biostrings_2.70.3           #>  [75] pillar_1.9.0                MatrixGenerics_1.14.0       #>  [77] foreach_1.5.2               stats4_4.3.3                #>  [79] generics_0.1.3              RCurl_1.98-1.14             #>  [81] S4Vectors_0.40.2            munsell_0.5.1               #>  [83] scales_1.3.0                glue_1.7.0                  #>  [85] tools_4.3.3                 interp_1.1-6                #>  [87] data.table_1.15.4           GenomicAlignments_1.38.2    #>  [89] fs_1.6.3                    rhdf5_2.46.1                #>  [91] grid_4.3.3                  ape_5.8                     #>  [93] latticeExtra_0.6-30         colorspace_2.1-0            #>  [95] nlme_3.1-164                GenomeInfoDbData_1.2.11     #>  [97] cli_3.6.2                   textshaping_0.3.7           #>  [99] fansi_1.0.6                 S4Arrays_1.2.1              #> [101] gtable_0.3.4                sass_0.4.9                  #> [103] digest_0.6.35               BiocGenerics_0.48.1         #> [105] SparseArray_1.2.4           farver_2.1.1                #> [107] memoise_2.0.1               htmltools_0.5.8.1           #> [109] pkgdown_2.0.7               multtest_2.58.0             #> [111] lifecycle_1.0.4             bit64_4.0.5                 #> [113] MASS_7.3-60.0.1"},{"path":[]},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"documentation","dir":"Articles","previous_headings":"Rules for the package development","what":"Documentation","title":"Rules","text":"Always indicate required params (required) Indicate default values () set values possible [e.g \"bray\" parameter method vegan::vegdist()] (ii) value well thought good default value users [e.g. number permutation processors, level identity cluster 97%]. Indicate type logical integer params. Homogenize params names across function. Prefer ASVs OTUs denomination, even thought almost interchangeable MiscMetabar package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"lifecycle","dir":"Articles","previous_headings":"Rules for the package development","what":"Lifecycle","title":"Rules","text":"Experimental: First status function Maturing: tests /analyses make stronger functions Stable: Good level confidence","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"special-cases-of-external-softwares","dir":"Articles","previous_headings":"Rules for the package development > Tests and examples","what":"Special cases of external softwares","title":"Rules","text":"examples test required installation external softwares. used MiscMetabar internal functions ([is_vsearch_installed()]) conditionnaly test ((is_vsearch_installed()){...test...}) run examples #' @examplesIf is_vsearch_installed().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"special-case-of-cran","dir":"Articles","previous_headings":"Rules for the package development > Tests and examples","what":"Special case of CRAN","title":"Rules","text":"use \\donttest{} long examples (roxygen documentation) testthat::skip_on_cran() long test.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"special-case-of-windows","dir":"Articles","previous_headings":"Rules for the package development > Tests and examples","what":"Special case of windows","title":"Rules","text":"tests examples tested windows. used testthat::skip_on_os(\"windows\") inside test #' @examplesIf tolower(Sys.info()[[\"sysname\"]]) != \"windows\" examples (roxygen documentation). list functions limitations working windows OS: [build_phytree_pq()] [count_seq()] [cutadapt_remove_primers()] [krona()] [merge_krona()] [multipatt_pq()] [plot_tsne_pq()] [rotl_pq()] [save_pq()] [tax_datatable()] [track_wkflow()] [track_wkflow_samples()] [tsne_pq()] [venn_pq()]","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/Rules.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Rules","text":"","code":"sessionInfo() ## R version 4.3.3 (2024-02-29) ## Platform: x86_64-pc-linux-gnu (64-bit) ## Running under: Debian GNU/Linux 11 (bullseye) ##  ## Matrix products: default ## BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  ## LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 ##  ## locale: ##  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               ##  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     ##  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    ##  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  ##  [9] LC_ADDRESS=C               LC_TELEPHONE=C             ## [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        ##  ## time zone: Europe/Paris ## tzcode source: system (glibc) ##  ## attached base packages: ## [1] stats     graphics  grDevices utils     datasets  methods   base      ##  ## loaded via a namespace (and not attached): ##  [1] digest_0.6.35     desc_1.4.3        R6_2.5.1          fastmap_1.1.1     ##  [5] xfun_0.43         magrittr_2.0.3    cachem_1.0.8      knitr_1.46        ##  [9] memoise_2.0.1     htmltools_0.5.8.1 rmarkdown_2.26    lifecycle_1.0.4   ## [13] cli_3.6.2         vctrs_0.6.5       sass_0.4.9        pkgdown_2.0.7     ## [17] textshaping_0.3.7 jquerylib_0.1.4   systemfonts_1.0.6 compiler_4.3.3    ## [21] purrr_1.0.2       rstudioapi_0.16.0 tools_4.3.3       ragg_1.3.0        ## [25] bslib_0.7.0       evaluate_0.23     yaml_2.3.8        jsonlite_1.8.8    ## [29] rlang_1.1.3       fs_1.6.3"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"hill-number","dir":"Articles","previous_headings":"Alpha diversity","what":"Hill number","title":"alpha-div","text":"Numerous metrics diversity exist. Hill numbers 1 kind general framework alpha diversity index.","code":"renyi_res <- vegan::renyi(data_fungi@otu_table) head(renyi_res) #>                                       0     0.25      0.5         1         2 #> A10-005-B_S188_MERGED.fastq.gz 4.204693 3.615323 3.044244 2.0754183 1.1561862 #> A10-005-H_S189_MERGED.fastq.gz 4.248495 3.150337 2.063712 0.9938545 0.6464533 #> A10-005-M_S190_MERGED.fastq.gz 3.988984 3.607773 3.308361 2.9304156 2.5781603 #> A12-007_S191_MERGED.fastq.gz   5.036953 4.423283 3.751946 2.6309045 1.8468497 #> A12-007-B_S2_MERGED.fastq.gz   3.850148 3.349461 2.874269 2.1881145 1.6533262 #> A15-004_S3_MERGED.fastq.gz     4.025352 3.890614 3.747555 3.4533352 2.9618789 #>                                        4         8        16        32 #> A10-005-B_S188_MERGED.fastq.gz 0.8007816 0.6864775 0.6407124 0.6200442 #> A10-005-H_S189_MERGED.fastq.gz 0.5146170 0.4469617 0.4172228 0.4037640 #> A10-005-M_S190_MERGED.fastq.gz 2.3022639 2.1015018 1.9744485 1.9110311 #> A12-007_S191_MERGED.fastq.gz   1.5920328 1.4947479 1.4421368 1.4109287 #> A12-007-B_S2_MERGED.fastq.gz   1.3979355 1.2774402 1.2106906 1.1733049 #> A15-004_S3_MERGED.fastq.gz     2.4997916 2.2378349 2.1045646 2.0377518 #>                                       64       Inf #> A10-005-B_S188_MERGED.fastq.gz 0.6102022 0.6006678 #> A10-005-H_S189_MERGED.fastq.gz 0.3973550 0.3911464 #> A10-005-M_S190_MERGED.fastq.gz 1.8806976 1.8513117 #> A12-007_S191_MERGED.fastq.gz   1.3916365 1.3700776 #> A12-007-B_S2_MERGED.fastq.gz   1.1547034 1.1366612 #> A15-004_S3_MERGED.fastq.gz     2.0054156 1.9740810"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"test-for-difference-in-diversity-hill-number","dir":"Articles","previous_headings":"Alpha diversity","what":"Test for difference in diversity (hill number)","title":"alpha-div","text":"One way keep account difference number sequences per samples use Tukey test linear model square roots number sequence first explanatory variable linear model 2. See also tutorial microbiome package alternative using non-parametric Kolmogorov-Smirnov test two-group comparisons relevant covariates.","code":"p <- MiscMetabar::hill_pq(data_fungi, fact = \"Height\") p$plot_Hill_0 #> NULL p$plot_tuckey #> NULL"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"alpha-diversity-using-package-microbiotaprocess","dir":"Articles","previous_headings":"","what":"Alpha diversity using package MicrobiotaProcess","title":"alpha-div","text":"","code":"library(\"MicrobiotaProcess\") library(\"ggh4x\") clean_pq(subset_samples_pq(data_fungi, !is.na(data_fungi@sam_data$Height))) %>%   as.MPSE() %>%   mp_cal_alpha() %>%   mp_plot_alpha(.group = \"Height\") #> Warning in wilcox.test.default(c(4, 4, 5, 5, 4, 4, 3, 6, 3, 4, 3, 2, 3, : #> cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(3, 4, 3, 5, 4, 6, 3, 5, 4, 4, 3, 3, 3, : #> cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(3, 4, 3, 5, 4, 6, 3, 5, 4, 4, 3, 3, 3, : #> cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(1.32966134885476, 1.242453324894, #> 1.56071040904141, : cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(0.867563228481461, 1.32966134885476, #> 0.867563228481461, : cannot compute exact p-value with ties #> Warning in wilcox.test.default(c(0.867563228481461, 1.32966134885476, #> 0.867563228481461, : cannot compute exact p-value with ties"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"effect-of-samples-variables-on-alpha-diversity-using-automated-model-selection-and-multimodel-inference-with-glms","dir":"Articles","previous_headings":"","what":"Effect of samples variables on alpha diversity using automated model selection and multimodel inference with (G)LMs","title":"alpha-div","text":"help glmulti package : glmulti finds n best models (confidence set models) among possible models (candidate set, specified user). Models fitted specified fitting function (default glm) ranked specified Information Criterion (default aicc). best models found either exhaustive screening candidates, using genetic algorithm, allows large candidate sets adressed. output can used model selection, variable selection, multimodel inference.","code":"library(\"glmulti\") formula <- \"Hill_0 ~ Hill_1 + Abundance + Time + Height\" res_glmulti <-   glmutli_pq(data_fungi, formula = formula, level = 1) #> Initialization... #> TASK: Exhaustive screening of candidate set. #> Fitting... #> Completed. res_glmulti #>                estimates unconditional_interval nb_model importance #> Hill_1       3.062117997           1.868174e-01        8          1 #> Abundance    0.002959644           8.478374e-08        8          1 #> Time         0.789091999           2.443263e-01        8          1 #> HeightLow    6.884340946           3.444196e+01        8          1 #> HeightMiddle 0.339123798           3.727962e+01        8          1 #>                     alpha     variable #> Hill_1       8.570200e-01       Hill_1 #> Abundance    5.773492e-04    Abundance #> Time         9.800932e-01         Time #> HeightLow    1.163660e+01    HeightLow #> HeightMiddle 1.210648e+01 HeightMiddle  ggplot(data = res_glmulti, aes(x = estimates, y = variable)) +   geom_point(     size = 2,     alpha = 1,     show.legend = FALSE   ) +   geom_vline(     xintercept = 0,     linetype = \"dotted\",     linewidth = 1   ) +   geom_errorbar(     aes(xmin = estimates - alpha, xmax = estimates + alpha),     width = 0.8,     position = position_dodge(width = 0.8),     alpha = 0.7,     show.legend = FALSE   ) +   geom_label(aes(label = nb_model), nudge_y = 0.3, size = 3) +   xlab(\"Standardized estimates\") +   ylab(formula) ggplot(data = res_glmulti, aes(   x = importance,   y = as.factor(variable),   fill = estimates )) +   geom_bar(     stat = \"identity\",     show.legend = FALSE,     alpha = 0.8   ) +   xlim(c(0, 1)) +   geom_label(aes(label = nb_model, x = 0.1),     size = 3,     fill = \"white\"   ) +   scale_fill_viridis_b() +   xlab(\"Importance\") +   ylab(formula) formula <- \"Hill_0 ~ Abundance + Time + Height\" res_glmulti_interaction <-   glmutli_pq(data_fungi, formula = formula, level = 2) #> Initialization... #> TASK: Exhaustive screening of candidate set. #> Fitting... #>  #> After 50 models: #> Best model: Hill_0~1+Abundance+Time+Time:Abundance+Height:Abundance+Height:Time #> Crit= 1069.11608982306 #> Mean crit= 1218.19009955263 #> Completed. res_glmulti_interaction #>                            estimates unconditional_interval nb_model importance #> HeightHigh:Time         0.1004073616           4.167750e-02        8 0.04216251 #> Abundance:HeightHigh    0.0001609310           8.984023e-08        8 0.09020701 #> HeightLow              -0.7865687564           9.769200e+00       32 0.24714664 #> HeightMiddle           -2.6419930721           2.789953e+01       32 0.24714664 #> HeightLow:Time         -0.6511123699           1.599292e+00       32 0.55051517 #> HeightMiddle:Time      -1.3322473025           3.078720e+00       32 0.55051517 #> Abundance:Time         -0.0001068559           4.586032e-09       32 0.81587143 #> Abundance:HeightLow     0.0011137659           7.957713e-07       32 0.86967993 #> Abundance:HeightMiddle  0.0017155970           1.245718e-06       32 0.86967993 #> Abundance               0.0024839088           8.790126e-07       32 0.90902176 #> Time                    2.7869220741           2.663548e+00       32 0.92512111 #>                               alpha               variable #> HeightHigh:Time        4.006348e-01        HeightHigh:Time #> Abundance:HeightHigh   5.877776e-04   Abundance:HeightHigh #> HeightLow              6.171172e+00              HeightLow #> HeightMiddle           1.038989e+01           HeightMiddle #> HeightLow:Time         2.491898e+00         HeightLow:Time #> HeightMiddle:Time      3.449710e+00      HeightMiddle:Time #> Abundance:Time         1.335247e-04         Abundance:Time #> Abundance:HeightLow    1.759641e-03    Abundance:HeightLow #> Abundance:HeightMiddle 2.198334e-03 Abundance:HeightMiddle #> Abundance              1.847287e-03              Abundance #> Time                   3.214276e+00                   Time  ggplot(data = res_glmulti_interaction, aes(x = estimates, y = variable)) +   geom_point(     size = 2,     alpha = 1,     show.legend = FALSE   ) +   geom_vline(     xintercept = 0,     linetype = \"dotted\",     linewidth = 1   ) +   geom_errorbar(     aes(xmin = estimates - alpha, xmax = estimates + alpha),     width = 0.8,     position = position_dodge(width = 0.8),     alpha = 0.7,     show.legend = FALSE   ) +   geom_label(aes(label = nb_model), nudge_y = 0.3, size = 3) +   xlab(\"Standardized estimates\") +   ylab(formula) ggplot(data = res_glmulti_interaction, aes(   x = importance,   y = as.factor(variable),   fill = estimates )) +   geom_bar(     stat = \"identity\",     show.legend = FALSE,     alpha = 0.8   ) +   xlim(c(0, 1)) +   geom_label(aes(label = nb_model, x = 0.1),     size = 3,     fill = \"white\"   ) +   scale_fill_viridis_b() +   xlab(\"Importance\") +   ylab(formula)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/alpha-div.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"alpha-div","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8          LC_NUMERIC=C                  #>  [3] LC_TIME=fr_FR.UTF-8           LC_COLLATE=fr_FR.UTF-8        #>  [5] LC_MONETARY=fr_FR.UTF-8       LC_MESSAGES=fr_FR.UTF-8       #>  [7] LC_PAPER=fr_FR.UTF-8          LC_NAME=fr_FR.UTF-8           #>  [9] LC_ADDRESS=fr_FR.UTF-8        LC_TELEPHONE=fr_FR.UTF-8      #> [11] LC_MEASUREMENT=fr_FR.UTF-8    LC_IDENTIFICATION=fr_FR.UTF-8 #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #>  [1] glmulti_1.0.8            leaps_3.1                rJava_1.0-11             #>  [4] ggh4x_0.2.8              MicrobiotaProcess_1.14.1 MiscMetabar_0.9.1        #>  [7] purrr_1.0.2              dplyr_1.1.4              dada2_1.30.0             #> [10] Rcpp_1.0.12              ggplot2_3.5.0            phyloseq_1.46.0          #>  #> loaded via a namespace (and not attached): #>   [1] libcoin_1.0-10              RColorBrewer_1.1-3          #>   [3] rstudioapi_0.16.0           jsonlite_1.8.8              #>   [5] magrittr_2.0.3              TH.data_1.1-2               #>   [7] modeltools_0.2-23           farver_2.1.1                #>   [9] rmarkdown_2.26              fs_1.6.3                    #>  [11] zlibbioc_1.48.2             ragg_1.3.0                  #>  [13] vctrs_0.6.5                 multtest_2.58.0             #>  [15] memoise_2.0.1               Rsamtools_2.18.0            #>  [17] RCurl_1.98-1.14             ggtree_3.10.1               #>  [19] htmltools_0.5.8.1           S4Arrays_1.2.1              #>  [21] Rhdf5lib_1.24.2             gridGraphics_0.5-1          #>  [23] SparseArray_1.2.4           rhdf5_2.46.1                #>  [25] sass_0.4.9                  bslib_0.7.0                 #>  [27] desc_1.4.3                  plyr_1.8.9                  #>  [29] sandwich_3.1-0              zoo_1.8-12                  #>  [31] cachem_1.0.8                GenomicAlignments_1.38.2    #>  [33] igraph_2.0.3                lifecycle_1.0.4             #>  [35] iterators_1.0.14            pkgconfig_2.0.3             #>  [37] Matrix_1.6-5                R6_2.5.1                    #>  [39] fastmap_1.1.1               GenomeInfoDbData_1.2.11     #>  [41] MatrixGenerics_1.14.0       digest_0.6.35               #>  [43] aplot_0.2.2                 ggnewscale_0.4.10           #>  [45] colorspace_2.1-0            ShortRead_1.60.0            #>  [47] patchwork_1.2.0             S4Vectors_0.40.2            #>  [49] textshaping_0.3.7           GenomicRanges_1.54.1        #>  [51] hwriter_1.3.2.1             vegan_2.6-4                 #>  [53] labeling_0.4.3              fansi_1.0.6                 #>  [55] abind_1.4-5                 mgcv_1.9-1                  #>  [57] compiler_4.3.3              withr_3.0.0                 #>  [59] BiocParallel_1.36.0         highr_0.10                  #>  [61] ggsignif_0.6.4              MASS_7.3-60.0.1             #>  [63] DelayedArray_0.28.0         biomformat_1.30.0           #>  [65] permute_0.9-7               tools_4.3.3                 #>  [67] ape_5.8                     glue_1.7.0                  #>  [69] nlme_3.1-164                rhdf5filters_1.14.1         #>  [71] grid_4.3.3                  cluster_2.1.6               #>  [73] reshape2_1.4.4              ade4_1.7-22                 #>  [75] generics_0.1.3              gtable_0.3.4                #>  [77] tidyr_1.3.1                 data.table_1.15.4           #>  [79] coin_1.4-3                  utf8_1.2.4                  #>  [81] XVector_0.42.0              BiocGenerics_0.48.1         #>  [83] ggrepel_0.9.5               foreach_1.5.2               #>  [85] pillar_1.9.0                stringr_1.5.1               #>  [87] yulab.utils_0.1.4           splines_4.3.3               #>  [89] gghalves_0.1.4              treeio_1.26.0               #>  [91] lattice_0.22-6              survival_3.5-8              #>  [93] deldir_2.0-4                tidyselect_1.2.1            #>  [95] Biostrings_2.70.3           knitr_1.46                  #>  [97] gridExtra_2.3               IRanges_2.36.0              #>  [99] SummarizedExperiment_1.32.0 ggtreeExtra_1.12.0          #> [101] stats4_4.3.3                xfun_0.43                   #> [103] Biobase_2.62.0              matrixStats_1.3.0           #> [105] stringi_1.8.3               lazyeval_0.2.2              #> [107] ggfun_0.1.4                 yaml_2.3.8                  #> [109] evaluate_0.23               codetools_0.2-19            #> [111] interp_1.1-6                tibble_3.2.1                #> [113] ggplotify_0.1.2             cli_3.6.2                   #> [115] RcppParallel_5.1.7          systemfonts_1.0.6           #> [117] munsell_0.5.1               jquerylib_0.1.4             #> [119] GenomeInfoDb_1.38.8         png_0.1-8                   #> [121] parallel_4.3.3              pkgdown_2.0.7               #> [123] latticeExtra_0.6-30         jpeg_0.1-10                 #> [125] bitops_1.0-7                ggstar_1.0.4                #> [127] viridisLite_0.4.2           mvtnorm_1.2-4               #> [129] tidytree_0.4.6              scales_1.3.0                #> [131] crayon_1.5.2                rlang_1.1.3                 #> [133] multcomp_1.4-25"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"permanova","dir":"Articles","previous_headings":"","what":"Permanova","title":"beta-div","text":"","code":"data_fungi_woNA4height <- subset_samples(data_fungi, !is.na(data_fungi@sam_data$Height)) res_ado <- adonis_pq(data_fungi_woNA4height, \"Tree_name+Height\") knitr::kable(res_ado)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"graph-test","dir":"Articles","previous_headings":"","what":"Graph Test","title":"beta-div","text":"","code":"data_fungi_woNA4height <- subset_samples(data_fungi, !is.na(data_fungi@sam_data$Height)) graph_test_pq(data_fungi_woNA4height, \"Height\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"circle-of-asvs","dir":"Articles","previous_headings":"","what":"Circle of ASVs","title":"beta-div","text":"","code":"circle_pq(data_fungi_woNA4height, \"Height\")"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"biplot","dir":"Articles","previous_headings":"Compare two (group of) samples","what":"Biplot","title":"beta-div","text":"","code":"data_fungi_low_high <- subset_samples(   data_fungi,   data_fungi@sam_data$Height %in%     c(\"Low\", \"High\") ) data_fungi_low_high <- subset_taxa_pq(   data_fungi_low_high,   taxa_sums(data_fungi_low_high) > 5000 ) biplot_pq(data_fungi_low_high, fact = \"Height\", merge_sample_by = \"Height\") #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_rect()`)."},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"compare-two-group-of-samples-with-a-table","dir":"Articles","previous_headings":"Compare two (group of) samples","what":"Compare two (group of) samples with a table","title":"beta-div","text":"","code":"compare_pairs_pq(data_fungi_low_high,   bifactor = \"Height\",   merge_sample_by = \"Height\",   modality = \"Time\" ) #> # A tibble: 4 × 13 #>   modality nb_ASV_High nb_ASV_Low nb_shared_ASV div_High div_Low nb_shared_seq #>   <chr>          <dbl>      <dbl>         <dbl>    <dbl>   <dbl>         <dbl> #> 1 0                 12         16             9     1.8     1.37         57639 #> 2 5                 20         18            14     1.95    1.98         76006 #> 3 10                11         13            10     1.18    1.25         47042 #> 4 15                17         19            12     2       2.04        161348 #> # ℹ 6 more variables: percent_shared_seq_High <dbl>, #> #   percent_shared_seq_Low <dbl>, percent_shared_ASV_High <dbl>, #> #   percent_shared_ASV_Low <dbl>, ratio_nb_High_Low <dbl>, #> #   ratio_div_High_Low <dbl>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"venn-diagram","dir":"Articles","previous_headings":"","what":"Venn diagram","title":"beta-div","text":"","code":"library(\"grid\") venn_pq(data_fungi, fact = \"Height\") ggvenn_pq(data_fungi, fact = \"Height\") +   ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1) +   labs(title = \"Share number of ASV among Height in tree\") ggvenn_pq(data_fungi, fact = \"Height\", min_nb_seq = 5000) +   ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1) +   labs(title = \"Share number of ASV with more than 5000 seqs\") ggvenn_pq(data_fungi,   fact = \"Height\", taxonomic_rank = \"Genus\",   min_nb_seq = 100 ) +   ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1) +   labs(title = \"Share number of Genus represented by at least one ASV with more than 100 seqs\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"upset-plot","dir":"Articles","previous_headings":"","what":"Upset plot","title":"beta-div","text":"Venn diagram can quickly become complex read number modalities increase. One graphical solution upset plot. MiscMetabar propose solution based package ComplexUpset.   ComplexUpset package allow powerful configuration plot can see following figure.","code":"upset_pq(data_fungi, fact = \"Height\") upset_pq(data_fungi, fact = \"Time\") upset_pq(   data_fungi,   fact = \"Time\",   width_ratio = 0.2,   annotations = list(     \"Sequences per ASV \\n (log10)\" = (       ggplot(mapping = aes(y = log10(Abundance)))       +         geom_jitter(aes(           color =             Abundance         ), na.rm = TRUE)         +         geom_violin(alpha = 0.5, na.rm = TRUE) +         theme(legend.key.size = unit(0.2, \"cm\")) +         theme(axis.text = element_text(size = 12))     ),     \"ASV per phylum\" = (       ggplot(mapping = aes(fill = Phylum))       +         geom_bar() +         ylab(\"ASV per phylum\") +         theme(legend.key.size = unit(0.2, \"cm\")) +         theme(axis.text = element_text(size = 12))     )   ) )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"benchdamic","dir":"Articles","previous_headings":"Change in abundance across a factor","what":"Benchdamic","title":"beta-div","text":"lot available methods. Please refer R package benchdamic list method implementation benchmark data.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"library-requirement-for-debian-linux-os","dir":"Articles","previous_headings":"Change in abundance across a factor","what":"Library requirement for Debian Linux OS","title":"beta-div","text":"","code":"sudo apt-get install libgsl-dev libmpfr-dev"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"using-deseq2-package","dir":"Articles","previous_headings":"Change in abundance across a factor","what":"Using Deseq2 package","title":"beta-div","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_samples(   GlobalPatterns,   GlobalPatterns@sam_data$SampleType %in% c(\"Soil\", \"Skin\") )  plot_deseq2_pq(GP, c(\"SampleType\", \"Soil\", \"Skin\"), pval = 0.001)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/beta-div.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"beta-div","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8          LC_NUMERIC=C                  #>  [3] LC_TIME=fr_FR.UTF-8           LC_COLLATE=fr_FR.UTF-8        #>  [5] LC_MONETARY=fr_FR.UTF-8       LC_MESSAGES=fr_FR.UTF-8       #>  [7] LC_PAPER=fr_FR.UTF-8          LC_NAME=fr_FR.UTF-8           #>  [9] LC_ADDRESS=fr_FR.UTF-8        LC_TELEPHONE=fr_FR.UTF-8      #> [11] LC_MEASUREMENT=fr_FR.UTF-8    LC_IDENTIFICATION=fr_FR.UTF-8 #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] grid      stats     graphics  grDevices utils     datasets  methods   #> [8] base      #>  #> other attached packages: #> [1] MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4       dada2_1.30.0      #> [5] Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0   #>  #> loaded via a namespace (and not attached): #>   [1] bitops_1.0-7                pbapply_1.7-2               #>   [3] deldir_2.0-4                gridExtra_2.3               #>   [5] permute_0.9-7               rlang_1.1.3                 #>   [7] magrittr_2.0.3              ade4_1.7-22                 #>   [9] matrixStats_1.3.0           compiler_4.3.3              #>  [11] mgcv_1.9-1                  png_0.1-8                   #>  [13] systemfonts_1.0.6           vctrs_0.6.5                 #>  [15] reshape2_1.4.4              phyloseqGraphTest_0.1.1     #>  [17] stringr_1.5.1               shape_1.4.6.1               #>  [19] pkgconfig_2.0.3             crayon_1.5.2                #>  [21] fastmap_1.1.1               XVector_0.42.0              #>  [23] labeling_0.4.3              utf8_1.2.4                  #>  [25] Rsamtools_2.18.0            rmarkdown_2.26              #>  [27] ragg_1.3.0                  xfun_0.43                   #>  [29] zlibbioc_1.48.2             cachem_1.0.8                #>  [31] GenomeInfoDb_1.38.8         jsonlite_1.8.8              #>  [33] biomformat_1.30.0           highr_0.10                  #>  [35] rhdf5filters_1.14.1         DelayedArray_0.28.0         #>  [37] Rhdf5lib_1.24.2             BiocParallel_1.36.0         #>  [39] jpeg_0.1-10                 parallel_4.3.3              #>  [41] cluster_2.1.6               R6_2.5.1                    #>  [43] bslib_0.7.0                 stringi_1.8.3               #>  [45] RColorBrewer_1.1-3          ComplexUpset_1.3.3          #>  [47] GenomicRanges_1.54.1        jquerylib_0.1.4             #>  [49] SummarizedExperiment_1.32.0 iterators_1.0.14            #>  [51] knitr_1.46                  IRanges_2.36.0              #>  [53] Matrix_1.6-5                splines_4.3.3               #>  [55] igraph_2.0.3                tidyselect_1.2.1            #>  [57] rstudioapi_0.16.0           abind_1.4-5                 #>  [59] yaml_2.3.8                  ggVennDiagram_1.5.2         #>  [61] vegan_2.6-4                 codetools_0.2-19            #>  [63] hwriter_1.3.2.1             lattice_0.22-6              #>  [65] tibble_3.2.1                plyr_1.8.9                  #>  [67] Biobase_2.62.0              withr_3.0.0                 #>  [69] ShortRead_1.60.0            evaluate_0.23               #>  [71] desc_1.4.3                  survival_3.5-8              #>  [73] rJava_1.0-11                RcppParallel_5.1.7          #>  [75] circlize_0.4.16             Biostrings_2.70.3           #>  [77] pillar_1.9.0                MatrixGenerics_1.14.0       #>  [79] foreach_1.5.2               stats4_4.3.3                #>  [81] generics_0.1.3              RCurl_1.98-1.14             #>  [83] S4Vectors_0.40.2            munsell_0.5.1               #>  [85] scales_1.3.0                ggnetwork_0.5.13            #>  [87] glue_1.7.0                  tools_4.3.3                 #>  [89] interp_1.1-6                data.table_1.15.4           #>  [91] locfit_1.5-9.9              GenomicAlignments_1.38.2    #>  [93] fs_1.6.3                    rhdf5_2.46.1                #>  [95] tidyr_1.3.1                 ape_5.8                     #>  [97] latticeExtra_0.6-30         colorspace_2.1-0            #>  [99] patchwork_1.2.0             nlme_3.1-164                #> [101] GenomeInfoDbData_1.2.11     cli_3.6.2                   #> [103] textshaping_0.3.7           fansi_1.0.6                 #> [105] S4Arrays_1.2.1              gtable_0.3.4                #> [107] DESeq2_1.42.1               sass_0.4.9                  #> [109] digest_0.6.35               BiocGenerics_0.48.1         #> [111] SparseArray_1.2.4           farver_2.1.1                #> [113] venneuler_1.1-4             memoise_2.0.1               #> [115] htmltools_0.5.8.1           pkgdown_2.0.7               #> [117] multtest_2.58.0             lifecycle_1.0.4             #> [119] GlobalOptions_0.1.2         MASS_7.3-60.0.1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/explore_data.html","id":"explore-samples-metadata","dir":"Articles","previous_headings":"","what":"Explore samples metadata","title":"explore_data","text":"","code":"sam_tab <- tibble::as_tibble(unclass(data_fungi@sam_data)) summarytools::dfSummary(sam_tab) datawizard::data_codebook(sam_tab) pillar::glimpse(sam_tab) #> Warning in class(x) <- tibble_class: Setting class(x) to multiple strings #> (\"tbl_df\", \"tbl\", ...); result will no longer be an S4 object pointblank::scan_data(sam_tab, sections = \"OVSCMI\") #> Warning in class(x) <- tibble_class: Setting class(x) to multiple strings #> (\"tbl_df\", \"tbl\", ...); result will no longer be an S4 object  pointblank::create_informant(   tbl = sam_tab,   tbl_name = \"Sample data\",   label = \"data_fungi\" ) gtExtras::gt_plt_summary(sam_tab) #> Warning in geom_point(data = NULL, aes(x = rng_vals[1], y = 1), color = \"transparent\", : All aesthetics have length 1, but the data has 185 rows. #> ℹ Did you mean to use `annotate()`? #> Warning in geom_point(data = NULL, aes(x = rng_vals[2], y = 1), color = \"transparent\", : All aesthetics have length 1, but the data has 185 rows. #> ℹ Did you mean to use `annotate()`? #> Warning in geom_point(data = NULL, aes(x = rng_vals[1], y = 1), color = \"transparent\", : All aesthetics have length 1, but the data has 162 rows. #> ℹ Did you mean to use `annotate()`? #> Warning in geom_point(data = NULL, aes(x = rng_vals[2], y = 1), color = \"transparent\", : All aesthetics have length 1, but the data has 162 rows. #> ℹ Did you mean to use `annotate()`?"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/explore_data.html","id":"explore-taxonomic-data","dir":"Articles","previous_headings":"","what":"Explore taxonomic data","title":"explore_data","text":"","code":"tax_tab <- tibble::as_tibble(unclass(data_fungi@tax_table)) summarytools::dfSummary(tax_tab) datawizard::data_codebook(tax_tab) pillar::glimpse(tax_tab) pointblank::scan_data(tax_tab, sections = \"OVSCM\")  pointblank::create_informant(   tbl = tax_tab,   tbl_name = \"Taxonomic table\",   label = \"data_fungi\" ) gtExtras::gt_plt_summary(tax_tab) fungi_order <- tax_glom(data_fungi, taxrank = \"Order\") taxa_names(fungi_order) <- fungi_order@tax_table[, \"Order\"] heatmap(fungi_order@otu_table)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/explore_data.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"explore_data","text":"","code":"sessionInfo()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"filter-samples","dir":"Articles","previous_headings":"","what":"Filter samples","title":"Filter","text":"Phyloseq package already propose function select samples (subset_samples()), case, subset internal function painful. MiscMetabar propose complementary function ([subset_samples_pq()]) versatile need used caution order condition must match orders samples.","code":"data(data_fungi) cond_samp <- grepl(\"A1\", data_fungi@sam_data[[\"Sample_names\"]]) subset_samples_pq(data_fungi, cond_samp) #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1420 taxa and 9 samples ] #> sample_data() Sample Data:       [ 9 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1420 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1420 reference sequences ]"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"filter-taxa-using-conditions","dir":"Articles","previous_headings":"Filter Taxa","what":"Filter taxa using condition(s)","title":"Filter","text":"Phyloseq package already propose function select samples (subset_taxa()), case, subset internal function painful. MiscMetabar propose complementary function ([subset_taxa_pq()]) versatile based names taxa match condition taxa phyloseq object. example code , filter fungi Phylum “Basidiomycota” using phyloseq::subset_taxa() select taxa 1000 nb_sequences using subset_taxa_pq().","code":"df_basidio <- subset_taxa(data_fungi, Phylum == \"Basidiomycota\") df_basidio_abundant <- subset_taxa_pq(   df_basidio,   colSums(df_basidio@otu_table) > 1000 )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"filter-taxa-using-blast-score-against-a-database","dir":"Articles","previous_headings":"Filter Taxa","what":"Filter taxa using blast score against a database","title":"Filter","text":"cases, want select given clade taxon. One solution select taxa information given taxonomic assignment (e.g. using function dada2::assignTaxonomy()). However, cases, information lead false positive false negative selection. MiscMetabar implement method relying blast software (Altschul et al. 1990 & 1997) database. idea set cutoff four parameters select taxa close enough sequences database : id_filter (default: 90) cut identity percent keep result. bit_score_filter (default: 50) cut bit score keep result. higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_filter (default: 50) cut query cover (%) keep result. e_value_filter (default: 1e-30) cut e-value (%) keep result. BLAST E-value number expected hits similar quality (score) found just chance.","code":"path_db <- system.file(\"extdata\",   \"100_sp_UNITE_sh_general_release_dynamic.fasta\",   package = \"MiscMetabar\", mustWork = TRUE )  suppressWarnings(blast_error_or_not <-   try(system(\"blastn 2>&1\", intern = TRUE), silent = TRUE))  if (!is(blast_error_or_not, \"try-error\")) {   df_blast_80 <- filter_asv_blast(df_basidio, fasta_for_db = path_db)   df_blast_50 <- filter_asv_blast(df_basidio,     fasta_for_db = path_db,     id_filter = 50, e_value_filter = 10,     bit_score_filter = 20, min_cover_filter = 20   )    track_formattable <-     track_wkflow(       list(         \"raw data\" = df_basidio,         \"id_filter = 80\" = df_blast_80,         \"id_filter = 50\" = df_blast_50       )     ) } if (!is(blast_error_or_not, \"try-error\")) {   formattable(     track_formattable,     list(       area(col = nb_sequences) ~ color_bar(\"cyan\", na.rm = TRUE),       area(col = nb_clusters) ~ normalize_bar(\"yellowgreen\",         na.rm = TRUE, min = 0.3       ),       area(col = nb_samples) ~ normalize_bar(\"lightpink\",         na.rm = TRUE, min = 0.3       )     )   ) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"filter-taxa-using-a-known-taxa-for-control","dir":"Articles","previous_headings":"Filter Taxa","what":"Filter taxa using a known taxa for control","title":"Filter","text":"filter contamination, one solution add proportion known taxa present environment study. case can define threshold sample discard taxon based pseudo-abundance. example code , select taxon using ASV_50 control 6 different algorithms.","code":"res_seq <-   suppressWarnings(     subset_taxa_tax_control(data_fungi, as.numeric(data_fungi@otu_table[, 50]),       method = \"cutoff_seq\"     )   ) res_mixt <-   suppressWarnings(     subset_taxa_tax_control(data_fungi, as.numeric(data_fungi@otu_table[, 50]),       method = \"cutoff_mixt\"     )   ) res_diff <- suppressWarnings(   subset_taxa_tax_control(     data_fungi,     as.numeric(data_fungi@otu_table[, 50]),     method = \"cutoff_diff\",     min_diff_for_cutoff = 2   ) ) res_min <-   suppressWarnings(     subset_taxa_tax_control(       data_fungi,       as.numeric(data_fungi@otu_table[, 50]),       method = \"min\",       min_diff_for_cutoff = 2     )   ) res_max <-   suppressWarnings(     subset_taxa_tax_control(       data_fungi,       as.numeric(data_fungi@otu_table[, 50]),       method = \"max\",       min_diff_for_cutoff = 2     )   ) res_mean <-   suppressWarnings(     subset_taxa_tax_control(       data_fungi,       as.numeric(data_fungi@otu_table[, 50]),       method = \"mean\",       min_diff_for_cutoff = 2     )   ) track_formattable <- track_wkflow(list(   \"raw data\" = data_fungi,   \"cutoff_seq\" = res_seq,   \"cutoff_mixt\" = res_mixt,   \"cutoff_diff\" = res_diff,   \"min\" = res_min,   \"max\" = res_max,   \"mean\" = res_mean ))  formattable(   track_formattable,   list(     area(col = nb_sequences) ~ color_bar(\"cyan\"),     area(col = nb_clusters) ~ normalize_bar(\"yellowgreen\",       na.rm = TRUE,       min = 0.3     ),     area(col = nb_samples) ~ normalize_bar(\"lightpink\", na.rm = TRUE)   ) )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/filter.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Filter","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] formattable_0.2.1 MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4       #> [5] dada2_1.30.0      Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0   #>  #> loaded via a namespace (and not attached): #>   [1] bitops_1.0-7                pbapply_1.7-2               #>   [3] deldir_2.0-4                permute_0.9-7               #>   [5] rlang_1.1.3                 magrittr_2.0.3              #>   [7] ade4_1.7-22                 matrixStats_1.3.0           #>   [9] compiler_4.3.3              mgcv_1.9-1                  #>  [11] png_0.1-8                   systemfonts_1.0.6           #>  [13] vctrs_0.6.5                 reshape2_1.4.4              #>  [15] stringr_1.5.1               pkgconfig_2.0.3             #>  [17] crayon_1.5.2                fastmap_1.1.1               #>  [19] XVector_0.42.0              utf8_1.2.4                  #>  [21] Rsamtools_2.18.0            rmarkdown_2.26              #>  [23] ragg_1.3.0                  xfun_0.43                   #>  [25] zlibbioc_1.48.2             cachem_1.0.8                #>  [27] GenomeInfoDb_1.38.8         jsonlite_1.8.8              #>  [29] biomformat_1.30.0           rhdf5filters_1.14.1         #>  [31] DelayedArray_0.28.0         Rhdf5lib_1.24.2             #>  [33] BiocParallel_1.36.0         jpeg_0.1-10                 #>  [35] parallel_4.3.3              cluster_2.1.6               #>  [37] R6_2.5.1                    bslib_0.7.0                 #>  [39] stringi_1.8.3               RColorBrewer_1.1-3          #>  [41] GenomicRanges_1.54.1        jquerylib_0.1.4             #>  [43] SummarizedExperiment_1.32.0 iterators_1.0.14            #>  [45] knitr_1.46                  mixtools_2.0.0              #>  [47] IRanges_2.36.0              Matrix_1.6-5                #>  [49] splines_4.3.3               igraph_2.0.3                #>  [51] tidyselect_1.2.1            rstudioapi_0.16.0           #>  [53] abind_1.4-5                 yaml_2.3.8                  #>  [55] vegan_2.6-4                 codetools_0.2-19            #>  [57] hwriter_1.3.2.1             lattice_0.22-6              #>  [59] tibble_3.2.1                plyr_1.8.9                  #>  [61] Biobase_2.62.0              withr_3.0.0                 #>  [63] ShortRead_1.60.0            evaluate_0.23               #>  [65] desc_1.4.3                  survival_3.5-8              #>  [67] RcppParallel_5.1.7          kernlab_0.9-32              #>  [69] Biostrings_2.70.3           pillar_1.9.0                #>  [71] MatrixGenerics_1.14.0       foreach_1.5.2               #>  [73] stats4_4.3.3                plotly_4.10.4               #>  [75] generics_0.1.3              RCurl_1.98-1.14             #>  [77] S4Vectors_0.40.2            munsell_0.5.1               #>  [79] scales_1.3.0                glue_1.7.0                  #>  [81] lazyeval_0.2.2              tools_4.3.3                 #>  [83] interp_1.1-6                data.table_1.15.4           #>  [85] GenomicAlignments_1.38.2    fs_1.6.3                    #>  [87] rhdf5_2.46.1                grid_4.3.3                  #>  [89] tidyr_1.3.1                 ape_5.8                     #>  [91] latticeExtra_0.6-30         colorspace_2.1-0            #>  [93] nlme_3.1-164                GenomeInfoDbData_1.2.11     #>  [95] cli_3.6.2                   textshaping_0.3.7           #>  [97] fansi_1.0.6                 segmented_2.0-3             #>  [99] viridisLite_0.4.2           S4Arrays_1.2.1              #> [101] gtable_0.3.4                sass_0.4.9                  #> [103] digest_0.6.35               BiocGenerics_0.48.1         #> [105] SparseArray_1.2.4           htmlwidgets_1.6.4           #> [107] memoise_2.0.1               htmltools_0.5.8.1           #> [109] pkgdown_2.0.7               multtest_2.58.0             #> [111] lifecycle_1.0.4             httr_1.4.7                  #> [113] MASS_7.3-60.0.1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/import_export_track.html","id":"export-phyloseq-object","dir":"Articles","previous_headings":"","what":"Export phyloseq object","title":"import_export_track","text":"can export phyloseq object csv (txt phylogenetic tree) files folder. possible export table one file merge slot (except phytree) one file (args one_file = TRUE). Finally, rdata set TRUE, rdata file containing phyloseq object also writed. Finally, can use function save_pq() write phyloseq object 3 versions (one table slot, file merging slot Rdata file).","code":"write_pq(data_fungi, path = \"fungi_phyloseq\") write_pq(data_fungi, path = \"fungi_phyloseq\", one_file = TRUE) write_pq(data_fungi, path = \"fungi_phyloseq\", rdata = TRUE) save_pq(data_fungi)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/import_export_track.html","id":"import","dir":"Articles","previous_headings":"","what":"Import","title":"import_export_track","text":"import Rdata file, just use load() base function. order import phyloseq object folder create using write_pq() save_pq(), please use function read_pq().","code":"d <- read_pq(path = \"fungi_phyloseq\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/import_export_track.html","id":"tracking-sequences-clusters-and-samples","dir":"Articles","previous_headings":"","what":"Tracking sequences, clusters and samples","title":"import_export_track","text":"bioinformatic pipeline, often need track number samples, sequences clusters across step pipeline. MiscMetabar propose two utilities achieve goal : track_wkflow() version compute value per samples : track_wkflow_samples(). function track_wkflow() can deal () fastq fastg.gz files, dada-class object, derep-class object, matrix samples x clusters (e.g. otu_table) phyloseq-class object.","code":"track_wkflow(list(data_fungi, data_fungi_sp_known)) #>   nb_sequences nb_clusters nb_samples #> 1      1839124        1420        185 #> 2      1106581         651        185"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/import_export_track.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"import_export_track","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #> [1] formattable_0.2.1 MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4       #> [5] dada2_1.30.0      Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0   #>  #> loaded via a namespace (and not attached): #>   [1] bitops_1.0-7                pbapply_1.7-2               #>   [3] deldir_2.0-4                permute_0.9-7               #>   [5] rlang_1.1.3                 magrittr_2.0.3              #>   [7] ade4_1.7-22                 matrixStats_1.3.0           #>   [9] compiler_4.3.3              mgcv_1.9-1                  #>  [11] png_0.1-8                   systemfonts_1.0.6           #>  [13] vctrs_0.6.5                 reshape2_1.4.4              #>  [15] stringr_1.5.1               pkgconfig_2.0.3             #>  [17] crayon_1.5.2                fastmap_1.1.1               #>  [19] XVector_0.42.0              utf8_1.2.4                  #>  [21] Rsamtools_2.18.0            rmarkdown_2.26              #>  [23] ragg_1.3.0                  xfun_0.43                   #>  [25] zlibbioc_1.48.2             cachem_1.0.8                #>  [27] GenomeInfoDb_1.38.8         jsonlite_1.8.8              #>  [29] biomformat_1.30.0           rhdf5filters_1.14.1         #>  [31] DelayedArray_0.28.0         Rhdf5lib_1.24.2             #>  [33] BiocParallel_1.36.0         jpeg_0.1-10                 #>  [35] parallel_4.3.3              cluster_2.1.6               #>  [37] R6_2.5.1                    bslib_0.7.0                 #>  [39] stringi_1.8.3               RColorBrewer_1.1-3          #>  [41] GenomicRanges_1.54.1        jquerylib_0.1.4             #>  [43] SummarizedExperiment_1.32.0 iterators_1.0.14            #>  [45] knitr_1.46                  IRanges_2.36.0              #>  [47] Matrix_1.6-5                splines_4.3.3               #>  [49] igraph_2.0.3                tidyselect_1.2.1            #>  [51] rstudioapi_0.16.0           abind_1.4-5                 #>  [53] yaml_2.3.8                  vegan_2.6-4                 #>  [55] codetools_0.2-19            hwriter_1.3.2.1             #>  [57] lattice_0.22-6              tibble_3.2.1                #>  [59] plyr_1.8.9                  Biobase_2.62.0              #>  [61] withr_3.0.0                 ShortRead_1.60.0            #>  [63] evaluate_0.23               desc_1.4.3                  #>  [65] survival_3.5-8              RcppParallel_5.1.7          #>  [67] Biostrings_2.70.3           pillar_1.9.0                #>  [69] MatrixGenerics_1.14.0       foreach_1.5.2               #>  [71] stats4_4.3.3                generics_0.1.3              #>  [73] RCurl_1.98-1.14             S4Vectors_0.40.2            #>  [75] munsell_0.5.1               scales_1.3.0                #>  [77] glue_1.7.0                  tools_4.3.3                 #>  [79] interp_1.1-6                data.table_1.15.4           #>  [81] GenomicAlignments_1.38.2    fs_1.6.3                    #>  [83] rhdf5_2.46.1                grid_4.3.3                  #>  [85] ape_5.8                     latticeExtra_0.6-30         #>  [87] colorspace_2.1-0            nlme_3.1-164                #>  [89] GenomeInfoDbData_1.2.11     cli_3.6.2                   #>  [91] textshaping_0.3.7           fansi_1.0.6                 #>  [93] S4Arrays_1.2.1              gtable_0.3.4                #>  [95] sass_0.4.9                  digest_0.6.35               #>  [97] BiocGenerics_0.48.1         SparseArray_1.2.4           #>  [99] htmlwidgets_1.6.4           memoise_2.0.1               #> [101] htmltools_0.5.8.1           pkgdown_2.0.7               #> [103] multtest_2.58.0             lifecycle_1.0.4             #> [105] MASS_7.3-60.0.1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/states_of_fields_in_R.html","id":"state-of-the-field-in-r","dir":"Articles","previous_headings":"","what":"State of the Field in R","title":"Metabarcoding with R","text":"metabarcoding ecosystem R language mature, well-constructed, relies active community bioconductor cran projects. bioconductor even creates specific task views Metagenomics Microbiome. R package dada2 (Callahan et al. 2016) provides highly cited recommended clustering method (Pauvert et al. 2019). dada2 also provides tools complete metabarcoding analysis pipeline, including chimera detection taxonomic assignment. phyloseq (McMurdie Holmes 2013) (https://bioconductor.org/packages/release/bioc/html/phyloseq.html) facilitate metagenomics analysis providing way store data (phyloseq class) graphical statistical functions. phyloseq package introduces S4 class object (class physeq), contains () OTU sample matrix, (ii) taxonomic table, (iii) sample metadata table, two optional slots (iv) phylogenetic tree (v) reference sequences. packages already extend phyloseq packages. example, microbiome package collection (Ernst et al. 2023) provides scripts functions manipulating microbiome datasets.speedyseq package (McLaren 2020) provides faster versions phyloseq’s plotting taxonomic merging functions, ([merge_samples2()] [merge_taxa_vec()]) integrated MiscMetabar (thanks Mike. R. McLaren). phylosmith Smith (2023) package already provides functions extend simplify use phyloseq packages. packages (mia forming microbiome package collection MicrobiotaProcess (Xu et al. 2023)) extend new data structure using comprehensive Bioconductor ecosystem SummarizedExperiment family. MiscMetabar enriches R ecosystem providing functions () describe dataset visually, (ii) transform data, (iii) explore biological diversity (alpha, beta, taxonomic diversity), (iv) simplify reproducibility. MiscMetabar designed complement compete R packages mentioned . example. mia package recommended studies focusing phylogenetic trees, phylosmith allows easy visualization co-occurrence networks. Using MicrobiotaProcess::.MPSE function, utilities MicrobiotaProcess package available functions MiscMetabar. try reinvent wheel prefer rely existing packages classes rather building new framework. MiscMetabar based phyloseq class phyloseq, cited package metagenomics (Wen et al. 2023). description comparison integrated packages competing phyloseq (e.g. microeco C. Liu et al. (2020), EasyAmplicon Y.-X. Liu et al. (2023) MicrobiomeAnalystR Lu et al. (2023)) see Wen et al. (2023). Note limitations phyloseq packages circumvented thanks phylosmith (Smith 2023), microViz ((Barnett, Arts, Penders 2021)) MiscMetabar. packages provide interactive interface useful rapid exploration code-beginner biologists. Animalcules (Zhao et al. 2021) microViz (Barnett, Arts, Penders 2021) provides shiny interactive interface whereas MicrobiomeAnalystR (Lu et al. 2023) web-based platform.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/states_of_fields_in_R.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Metabarcoding with R","text":"","code":"sessionInfo() ## R version 4.3.3 (2024-02-29) ## Platform: x86_64-pc-linux-gnu (64-bit) ## Running under: Debian GNU/Linux 11 (bullseye) ##  ## Matrix products: default ## BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  ## LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 ##  ## locale: ##  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               ##  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     ##  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    ##  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  ##  [9] LC_ADDRESS=C               LC_TELEPHONE=C             ## [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        ##  ## time zone: Europe/Paris ## tzcode source: system (glibc) ##  ## attached base packages: ## [1] stats     graphics  grDevices utils     datasets  methods   base      ##  ## loaded via a namespace (and not attached): ##  [1] digest_0.6.35     desc_1.4.3        R6_2.5.1          fastmap_1.1.1     ##  [5] xfun_0.43         magrittr_2.0.3    cachem_1.0.8      knitr_1.46        ##  [9] memoise_2.0.1     htmltools_0.5.8.1 rmarkdown_2.26    lifecycle_1.0.4   ## [13] cli_3.6.2         vctrs_0.6.5       sass_0.4.9        pkgdown_2.0.7     ## [17] textshaping_0.3.7 jquerylib_0.1.4   systemfonts_1.0.6 compiler_4.3.3    ## [21] purrr_1.0.2       rstudioapi_0.16.0 tools_4.3.3       ragg_1.3.0        ## [25] bslib_0.7.0       evaluate_0.23     yaml_2.3.8        jsonlite_1.8.8    ## [29] rlang_1.1.3       fs_1.6.3"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"load-library","dir":"Articles","previous_headings":"","what":"Load library","title":"tengeler","text":"","code":"library(\"MicrobiotaProcess\") library(\"MiscMetabar\") library(\"ggplot2\") library(\"patchwork\") library(\"iNEXT\") ?Tengeler2020"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"import-dataset-in-phyloseq-format","dir":"Articles","previous_headings":"","what":"Import dataset in phyloseq format","title":"tengeler","text":"","code":"data(Tengeler2020_pq) ten <- Tengeler2020_pq summary_plot_pq(ten)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"alpha-diversity-analysis","dir":"Articles","previous_headings":"","what":"Alpha-diversity analysis","title":"tengeler","text":"","code":"hill_pq(ten, \"patient_status\", one_plot = TRUE) res_inext <-   iNEXT_pq(ten,     datatype = \"abundance\",     merge_sample_by = \"patient_status_vs_cohort\",     nboot = 5   ) ggiNEXT(res_inext) accu_plot(   ten,   fact = \"sample_name\",   add_nb_seq = TRUE,   by.fact = TRUE,   step = 100 ) + theme(legend.position = c(.8, .6)) #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 9 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 17 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 25 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 7 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 8 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 6 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 14 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 28 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 7 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 2 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 15 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 5 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 5 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 6 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 4 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 6 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 3 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 21 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 5 #> Warning in vegan::rarefy(as.matrix(unclass(x[i, ])), n, se = TRUE): most #> observed count data have counts 1, but smallest count is 13 #> Warning: A numeric `legend.position` argument in `theme()` was deprecated in ggplot2 #> 3.5.0. #> ℹ Please use the `legend.position.inside` argument of `theme()` instead. #> This warning is displayed once every 8 hours. #> Call `lifecycle::last_lifecycle_warnings()` to see where this warning was #> generated. #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_line()`)."},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"explore-taxonomy","dir":"Articles","previous_headings":"","what":"Explore taxonomy","title":"tengeler","text":"","code":"library(metacoder) heat_tree_pq(ten,   node_size = n_obs,   node_color = nb_sequences,   node_label = taxon_names,   tree_label = taxon_names,   node_size_trans = \"log10 area\" ) treemap_pq(ten, lvl1 = \"Order\", lvl2 = \"Family\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"beta-diversity-analysis-effect-of-patient-status-and-cohort","dir":"Articles","previous_headings":"","what":"Beta-diversity analysis : effect of patient status and cohort","title":"tengeler","text":"","code":"circle_pq(ten, \"patient_status\") upset_pq(ten, \"patient_status_vs_cohort\") ggvenn_pq(clean_pq(ten, force_taxa_as_columns = TRUE),   \"cohort\",   rarefy_before_merging = TRUE ) +   theme(legend.position = \"none\") ten_control <- clean_pq(subset_samples(ten, patient_status == \"Control\")) p_control <- heat_tree_pq(ten_control,   node_size = n_obs,   node_color = nb_sequences,   node_label = taxon_names,   tree_label = taxon_names,   node_size_trans = \"log10 area\" )  ten_ADHD <- clean_pq(subset_samples(ten, patient_status == \"ADHD\")) p_ADHD <- heat_tree_pq(ten_ADHD,   node_size = n_obs,   node_color = nb_sequences,   node_label = taxon_names,   tree_label = taxon_names,   node_size_trans = \"log10 area\" )  p_control + ggtitle(\"Control\") + p_ADHD + ggtitle(\"ADHD\") knitr::kable(track_wkflow(list(   \"All samples\" = ten,   \"Control samples\" = ten_control,   \"ADHD samples\" = ten_ADHD ))) adonis_pq(ten, \"cohort + patient_status\") #> Permutation test for adonis under reduced model #> Terms added sequentially (first to last) #> Permutation: free #> Number of permutations: 999 #>  #> vegan::adonis2(formula = .formula, data = metadata) #>                Df SumOfSqs      R2      F Pr(>F)   #> cohort          2   0.7922 0.11785 1.6626  0.059 . #> patient_status  1   0.4503 0.06698 1.8898  0.078 . #> Residual       23   5.4799 0.81517                 #> Total          26   6.7223 1.00000                 #> --- #> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 ten@tax_table <- phyloseq::tax_table(cbind(   ten@tax_table,   \"Species\" = taxa_names(ten) ))  biplot_pq(subset_taxa_pq(ten, taxa_sums(ten) > 3000),   merge_sample_by = \"patient_status\",   fact = \"patient_status\",   nudge_y = 0.4 ) multitax_bar_pq(ten, \"Phylum\", \"Class\", \"Order\", \"patient_status\") multitax_bar_pq(ten, \"Phylum\", \"Class\", \"Order\", \"patient_status\",   nb_seq = FALSE, log10trans = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"differential-abundance-analysis","dir":"Articles","previous_headings":"","what":"Differential abundance analysis","title":"tengeler","text":"","code":"plot_deseq2_pq(ten,   contrast = c(\"patient_status\", \"ADHD\", \"Control\"),   taxolev = \"Genus\" ) #> Warning in DESeqDataSet(se, design = design, ignoreRank): some variables in #> design formula are characters, converting to factors LEfSe <- diff_analysis(   ten,   classgroup = \"patient_status\",   mlfun = \"lda\",   ldascore = 2,   p.adjust.methods = \"bh\" ) library(ggplot2) ggeffectsize(LEfSe) +   scale_color_manual(values = c(     \"#00AED7\",     \"#FD9347\"   )) +   theme_bw()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"tengeler","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #>  [1] metacoder_0.3.7          iNEXT_3.0.1              patchwork_1.2.0          #>  [4] MiscMetabar_0.9.1        purrr_1.0.2              dplyr_1.1.4              #>  [7] dada2_1.30.0             Rcpp_1.0.12              ggplot2_3.5.0            #> [10] phyloseq_1.46.0          MicrobiotaProcess_1.14.1 #>  #> loaded via a namespace (and not attached): #>   [1] libcoin_1.0-10              RColorBrewer_1.1-3          #>   [3] shape_1.4.6.1               rstudioapi_0.16.0           #>   [5] jsonlite_1.8.8              magrittr_2.0.3              #>   [7] TH.data_1.1-2               modeltools_0.2-23           #>   [9] farver_2.1.1                rmarkdown_2.26              #>  [11] GlobalOptions_0.1.2         fs_1.6.3                    #>  [13] zlibbioc_1.48.2             ragg_1.3.0                  #>  [15] vctrs_0.6.5                 multtest_2.58.0             #>  [17] memoise_2.0.1               Rsamtools_2.18.0            #>  [19] RCurl_1.98-1.14             ggtree_3.10.1               #>  [21] htmltools_0.5.8.1           S4Arrays_1.2.1              #>  [23] ComplexUpset_1.3.3          Rhdf5lib_1.24.2             #>  [25] SparseArray_1.2.4           rhdf5_2.46.1                #>  [27] gridGraphics_0.5-1          sass_0.4.9                  #>  [29] bslib_0.7.0                 desc_1.4.3                  #>  [31] plyr_1.8.9                  sandwich_3.1-0              #>  [33] zoo_1.8-12                  cachem_1.0.8                #>  [35] ggfittext_0.10.2            GenomicAlignments_1.38.2    #>  [37] igraph_2.0.3                lifecycle_1.0.4             #>  [39] iterators_1.0.14            pkgconfig_2.0.3             #>  [41] Matrix_1.6-5                R6_2.5.1                    #>  [43] fastmap_1.1.1               GenomeInfoDbData_1.2.11     #>  [45] MatrixGenerics_1.14.0       digest_0.6.35               #>  [47] aplot_0.2.2                 colorspace_2.1-0            #>  [49] ggnewscale_0.4.10           ShortRead_1.60.0            #>  [51] S4Vectors_0.40.2            DESeq2_1.42.1               #>  [53] textshaping_0.3.7           GenomicRanges_1.54.1        #>  [55] hwriter_1.3.2.1             vegan_2.6-4                 #>  [57] labeling_0.4.3              fansi_1.0.6                 #>  [59] abind_1.4-5                 mgcv_1.9-1                  #>  [61] compiler_4.3.3              withr_3.0.0                 #>  [63] BiocParallel_1.36.0         highr_0.10                  #>  [65] ggsignif_0.6.4              MASS_7.3-60.0.1             #>  [67] DelayedArray_0.28.0         biomformat_1.30.0           #>  [69] permute_0.9-7               tools_4.3.3                 #>  [71] ape_5.8                     glue_1.7.0                  #>  [73] treemapify_2.5.6            nlme_3.1-164                #>  [75] rhdf5filters_1.14.1         grid_4.3.3                  #>  [77] cluster_2.1.6               reshape2_1.4.4              #>  [79] ade4_1.7-22                 generics_0.1.3              #>  [81] gtable_0.3.4                tidyr_1.3.1                 #>  [83] ggVennDiagram_1.5.2         data.table_1.15.4           #>  [85] coin_1.4-3                  utf8_1.2.4                  #>  [87] XVector_0.42.0              BiocGenerics_0.48.1         #>  [89] ggrepel_0.9.5               foreach_1.5.2               #>  [91] pillar_1.9.0                stringr_1.5.1               #>  [93] yulab.utils_0.1.4           circlize_0.4.16             #>  [95] splines_4.3.3               treeio_1.26.0               #>  [97] lattice_0.22-6              deldir_2.0-4                #>  [99] survival_3.5-8              tidyselect_1.2.1            #> [101] locfit_1.5-9.9              pbapply_1.7-2               #> [103] Biostrings_2.70.3           knitr_1.46                  #> [105] gridExtra_2.3               IRanges_2.36.0              #> [107] SummarizedExperiment_1.32.0 ggtreeExtra_1.12.0          #> [109] stats4_4.3.3                xfun_0.43                   #> [111] Biobase_2.62.0              matrixStats_1.3.0           #> [113] stringi_1.8.3               lazyeval_0.2.2              #> [115] ggfun_0.1.4                 yaml_2.3.8                  #> [117] evaluate_0.23               codetools_0.2-19            #> [119] interp_1.1-6                tibble_3.2.1                #> [121] ggplotify_0.1.2             cli_3.6.2                   #> [123] RcppParallel_5.1.7          systemfonts_1.0.6           #> [125] munsell_0.5.1               jquerylib_0.1.4             #> [127] GenomeInfoDb_1.38.8         png_0.1-8                   #> [129] parallel_4.3.3              ggh4x_0.2.8                 #> [131] pkgdown_2.0.7               latticeExtra_0.6-30         #> [133] jpeg_0.1-10                 bitops_1.0-7                #> [135] ggstar_1.0.4                mvtnorm_1.2-4               #> [137] tidytree_0.4.6              GA_3.2.4                    #> [139] scales_1.3.0                crayon_1.5.2                #> [141] rlang_1.1.3                 multcomp_1.4-25"},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tengeler.html","id":"references","dir":"Articles","previous_headings":"","what":"References","title":"tengeler","text":"Tengeler, .C., Dam, S.., Wiesmann, M. et al. Gut microbiota persons attention-deficit/hyperactivity disorder affects brain mice. Microbiome 8, 44 (2020). https://microbiomejournal.biomedcentral.com/articles/10.1186/s40168-020-00816-x","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/articles/tree_visualization.html","id":"session-information","dir":"Articles","previous_headings":"","what":"Session information","title":"Tree visualization","text":"","code":"sessionInfo() #> R version 4.3.3 (2024-02-29) #> Platform: x86_64-pc-linux-gnu (64-bit) #> Running under: Debian GNU/Linux 11 (bullseye) #>  #> Matrix products: default #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3  #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.13.so;  LAPACK version 3.9.0 #>  #> locale: #>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C               #>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8     #>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8    #>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                  #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C             #> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C        #>  #> time zone: Europe/Paris #> tzcode source: system (glibc) #>  #> attached base packages: #> [1] stats     graphics  grDevices utils     datasets  methods   base      #>  #> other attached packages: #>  [1] ggtree_3.10.1     treeio_1.26.0     phangorn_2.11.1   ape_5.8           #>  [5] MiscMetabar_0.9.1 purrr_1.0.2       dplyr_1.1.4       dada2_1.30.0      #>  [9] Rcpp_1.0.12       ggplot2_3.5.0     phyloseq_1.46.0   tidytree_0.4.6    #>  #> loaded via a namespace (and not attached): #>   [1] RColorBrewer_1.1-3          rstudioapi_0.16.0           #>   [3] jsonlite_1.8.8              magrittr_2.0.3              #>   [5] farver_2.1.1                rmarkdown_2.26              #>   [7] fs_1.6.3                    zlibbioc_1.48.2             #>   [9] ragg_1.3.0                  vctrs_0.6.5                 #>  [11] multtest_2.58.0             memoise_2.0.1               #>  [13] Rsamtools_2.18.0            RCurl_1.98-1.14             #>  [15] htmltools_0.5.8.1           S4Arrays_1.2.1              #>  [17] Rhdf5lib_1.24.2             SparseArray_1.2.4           #>  [19] rhdf5_2.46.1                gridGraphics_0.5-1          #>  [21] sass_0.4.9                  bslib_0.7.0                 #>  [23] desc_1.4.3                  plyr_1.8.9                  #>  [25] DECIPHER_2.30.0             cachem_1.0.8                #>  [27] GenomicAlignments_1.38.2    igraph_2.0.3                #>  [29] lifecycle_1.0.4             iterators_1.0.14            #>  [31] pkgconfig_2.0.3             Matrix_1.6-5                #>  [33] R6_2.5.1                    fastmap_1.1.1               #>  [35] GenomeInfoDbData_1.2.11     MatrixGenerics_1.14.0       #>  [37] digest_0.6.35               aplot_0.2.2                 #>  [39] colorspace_2.1-0            ShortRead_1.60.0            #>  [41] patchwork_1.2.0             S4Vectors_0.40.2            #>  [43] textshaping_0.3.7           GenomicRanges_1.54.1        #>  [45] RSQLite_2.3.6               hwriter_1.3.2.1             #>  [47] vegan_2.6-4                 labeling_0.4.3              #>  [49] fansi_1.0.6                 abind_1.4-5                 #>  [51] mgcv_1.9-1                  compiler_4.3.3              #>  [53] bit64_4.0.5                 withr_3.0.0                 #>  [55] BiocParallel_1.36.0         DBI_1.2.2                   #>  [57] highr_0.10                  MASS_7.3-60.0.1             #>  [59] DelayedArray_0.28.0         biomformat_1.30.0           #>  [61] permute_0.9-7               tools_4.3.3                 #>  [63] glue_1.7.0                  quadprog_1.5-8              #>  [65] nlme_3.1-164                rhdf5filters_1.14.1         #>  [67] grid_4.3.3                  cluster_2.1.6               #>  [69] reshape2_1.4.4              ade4_1.7-22                 #>  [71] generics_0.1.3              gtable_0.3.4                #>  [73] tidyr_1.3.1                 data.table_1.15.4           #>  [75] utf8_1.2.4                  XVector_0.42.0              #>  [77] BiocGenerics_0.48.1         foreach_1.5.2               #>  [79] pillar_1.9.0                stringr_1.5.1               #>  [81] yulab.utils_0.1.4           splines_4.3.3               #>  [83] lattice_0.22-6              survival_3.5-8              #>  [85] bit_4.0.5                   deldir_2.0-4                #>  [87] tidyselect_1.2.1            Biostrings_2.70.3           #>  [89] knitr_1.46                  IRanges_2.36.0              #>  [91] SummarizedExperiment_1.32.0 stats4_4.3.3                #>  [93] xfun_0.43                   Biobase_2.62.0              #>  [95] matrixStats_1.3.0           stringi_1.8.3               #>  [97] lazyeval_0.2.2              ggfun_0.1.4                 #>  [99] yaml_2.3.8                  evaluate_0.23               #> [101] codetools_0.2-19            interp_1.1-6                #> [103] tibble_3.2.1                ggplotify_0.1.2             #> [105] cli_3.6.2                   RcppParallel_5.1.7          #> [107] systemfonts_1.0.6           munsell_0.5.1               #> [109] jquerylib_0.1.4             GenomeInfoDb_1.38.8         #> [111] png_0.1-8                   parallel_4.3.3              #> [113] pkgdown_2.0.7               blob_1.2.4                  #> [115] latticeExtra_0.6-30         jpeg_0.1-10                 #> [117] bitops_1.0-7                scales_1.3.0                #> [119] crayon_1.5.2                rlang_1.1.3                 #> [121] fastmatch_1.1-4"},{"path":"https://adrientaudiere.github.io/MiscMetabar/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Adrien Taudière. Author, maintainer, copyright holder.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Taudière (2024). MiscMetabar: Miscellaneous Functions Metabarcoding Analysis. R package version 0.9.1,  https://adrientaudiere.github.io/MiscMetabar/, https://github.com/adrientaudiere/MiscMetabar.","code":"@Manual{,   title = {MiscMetabar: Miscellaneous Functions for Metabarcoding Analysis},   author = {Adrien Taudière},   year = {2024},   note = {R package version 0.9.1,  https://adrientaudiere.github.io/MiscMetabar/},   url = {https://github.com/adrientaudiere/MiscMetabar}, }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"miscmetabar-","dir":"","previous_headings":"","what":"Miscellaneous Functions for Metabarcoding Analysis","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"See pkgdown documentation site package paper Journal Open Softwares. Biological studies, especially ecology, health sciences taxonomy, need describe biological composition samples. last twenty years, () development DNA sequencing, (ii) reference databases, (iii) high-throughput sequencing (HTS), (iv) bioinformatics resources enabled description biological communities metabarcoding. Metabarcoding involves sequencing millions (meta-) short regions specific DNA (-barcoding, Valentini, Pompanon, Taberlet (2009)) often environmental samples (eDNA, Taberlet et al. (2012)) human stomach contents, lake water, soil, air. MiscMetabar aims facilitate description, transformation, exploration reproducibility metabarcoding analyses using R. development MiscMetabar relies heavily R packages dada2 (Callahan et al. 2016), phyloseq (McMurdie Holmes 2013) targets (Landau 2021).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"installation","dir":"","previous_headings":"","what":"Installation","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"CRAN version MiscMetabar available. can also install stable development version GitHub : can install unstable development version GitHub :","code":"install.packages(\"MiscMetabar\") if (!require(\"devtools\", quietly = TRUE)) {   install.packages(\"devtools\") } devtools::install_github(\"adrientaudiere/MiscMetabar\") if (!require(\"devtools\", quietly = TRUE)) {   install.packages(\"devtools\") } devtools::install_github(\"adrientaudiere/MiscMetabar\", ref = \"dev\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"some-use-of-miscmetabar","dir":"","previous_headings":"","what":"Some use of MiscMetabar","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"See articles MiscMetabar website examples. introduction metabarcoding R, see state field article. import, export tracking article explains import export phyloseq objects. also shows summarize useful information (number sequences, samples clusters) across bioinformatic pipelines. article explore data takes closer look different ways explore samples taxonomic data phyloseq object. interested ecological metrics, see articles describing alpha-diversity beta-diversity analysis. article filter taxa samples describes data filtering processes using MiscMetabar reclustering tutorial introduces different way clustering already-clustered OTU/ASV. article tengeler explore dataset Tengeler et al. (2020) using MiscMetabar functions. developers, also wrote article describing rules codes.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"summarize-a-physeq-object","dir":"","previous_headings":"Some use of MiscMetabar","what":"Summarize a physeq object","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"library(\"MiscMetabar\") library(\"phyloseq\") library(\"magrittr\") data(\"data_fungi\") summary_plot_pq(data_fungi)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"alpha-diversity-analysis","dir":"","previous_headings":"Some use of MiscMetabar","what":"Alpha-diversity analysis","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"p <- MiscMetabar::hill_pq(data_fungi, fact = \"Height\") p$plot_Hill_0 #> NULL p$plot_tuckey #> NULL"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"beta-diversity-analysis","dir":"","previous_headings":"Some use of MiscMetabar","what":"Beta-diversity analysis","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"if (!require(\"ggVennDiagram\", quietly = TRUE)) {   install.packages(\"ggVennDiagramà\") } ggvenn_pq(data_fungi, fact = \"Height\") +   ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1) +   labs(title = \"Share number of ASV among Height in tree\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"note-for-non-linux-users","dir":"","previous_headings":"Some use of MiscMetabar","what":"Note for non-Linux users","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"functions may work Windows (e.g. track_wflow(), cutadapt_remove_primers(), krona(), vsearch_clustering(), …). solution exploit docker container, example using great rocker project. list functions limitations working Windows OS: build_phytree_pq() count_seq() cutadapt_remove_primers() krona() merge_krona() multipatt_pq() plot_tsne_pq() rotl_pq() save_pq() tax_datatable() track_wkflow() track_wkflow_samples() tsne_pq() venn_pq() MiscMetabar developed Linux vast majority functions may works Unix system, functionning tested iOS.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"installation-of-other-softwares-for-debian-linux-distributions","dir":"","previous_headings":"Some use of MiscMetabar","what":"Installation of other softwares for Debian Linux distributions","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"encounter errors questions installation softwares, please visit dedicated websites.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"blast","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for Debian Linux distributions","what":"blast+","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"sudo apt-get install ncbi-blast+"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"vsearch","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for Debian Linux distributions","what":"vsearch","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"possibilities install vsearch conda.","code":"sudo apt-get install vsearch"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"swarm","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for Debian Linux distributions","what":"swarm","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"possibilities install swarm conda.","code":"git clone https://github.com/torognes/swarm.git cd swarm/ make"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"mumu","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for Debian Linux distributions","what":"Mumu","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"git clone https://github.com/frederic-mahe/mumu.git cd ./mumu/ make make check make install  # as root or sudo"},{"path":"https://adrientaudiere.github.io/MiscMetabar/index.html","id":"cutadapt","dir":"","previous_headings":"Some use of MiscMetabar > Installation of other softwares for Debian Linux distributions","what":"cutadapt","title":"Miscellaneous Functions for Metabarcoding Analysis","text":"","code":"conda create -n cutadaptenv cutadapt"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"wrapper adespatial::beta.div() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"","code":"LCBD_pq(physeq, p_adjust_method = \"BH\", ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. p_adjust_method (chr, default \"BH\"): method used adjust p-value ... Others arguments passed adespatial::beta.div() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"object class beta.div see adespatial::beta.div() function information","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"Adrien Taudière function mainly wrapper work others. Please make reference adespatial::beta.div() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/LCBD_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compute and test local contributions to beta diversity (LCBD) of\nsamples — LCBD_pq","text":"","code":"if (requireNamespace(\"adespatial\")) {   res <- LCBD_pq(data_fungi_sp_known, nperm = 5)   str(res)   length(res$LCBD)   length(res$SCBD) } #> List of 8 #>  $ beta  : Named num [1:2] 173.703 0.944 #>   ..- attr(*, \"names\")= chr [1:2] \"SStotal\" \"BDtotal\" #>  $ SCBD  : Named num [1:651] 0.0533 0.0307 0.0206 0.0123 0.0122 ... #>   ..- attr(*, \"names\")= chr [1:651] \"ASV2\" \"ASV8\" \"ASV12\" \"ASV18\" ... #>  $ LCBD  : Named num [1:185] 0.00522 0.00559 0.00545 0.00516 0.00488 ... #>   ..- attr(*, \"names\")= chr [1:185] \"A10-005-B_S188_MERGED.fastq.gz\" \"A10-005-H_S189_MERGED.fastq.gz\" \"A10-005-M_S190_MERGED.fastq.gz\" \"A12-007_S191_MERGED.fastq.gz\" ... #>  $ p.LCBD: Named num [1:185] 0.833 0.5 0.5 1 1 ... #>   ..- attr(*, \"names\")= chr [1:185] \"A10-005-B_S188_MERGED.fastq.gz\" \"A10-005-H_S189_MERGED.fastq.gz\" \"A10-005-M_S190_MERGED.fastq.gz\" \"A12-007_S191_MERGED.fastq.gz\" ... #>  $ p.adj : Named num [1:185] 1 0.898 0.898 1 1 ... #>   ..- attr(*, \"names\")= chr [1:185] \"A10-005-B_S188_MERGED.fastq.gz\" \"A10-005-H_S189_MERGED.fastq.gz\" \"A10-005-M_S190_MERGED.fastq.gz\" \"A12-007_S191_MERGED.fastq.gz\" ... #>  $ method: chr [1:2] \"hellinger\" NA #>  $ note  : chr \"Info -- This coefficient is Euclidean\" #>  $ D     : logi NA #>  - attr(*, \"class\")= chr \"beta.div\" #> [1] 651 # \\donttest{ if (requireNamespace(\"adespatial\")) {   LCBD_pq(data_fungi_sp_known, nperm = 5, method = \"jaccard\") } #> $beta #>    SStotal    BDtotal  #> 86.5283720  0.4702629  #>  #> $SCBD #> [1] NA #>  #> $LCBD #>    A10-005-B_S188_MERGED.fastq.gz    A10-005-H_S189_MERGED.fastq.gz  #>                       0.005398284                       0.005550668  #>    A10-005-M_S190_MERGED.fastq.gz      A12-007_S191_MERGED.fastq.gz  #>                       0.005444845                       0.005441464  #>      A12-007-B_S2_MERGED.fastq.gz        A15-004_S3_MERGED.fastq.gz  #>                       0.005461737                       0.005078194  #>         A8-005_S4_MERGED.fastq.gz         A9-012_S5_MERGED.fastq.gz  #>                       0.005360522                       0.005128489  #>    AB29-ABMX-H_S6_MERGED.fastq.gz       AC27-013_S7_MERGED.fastq.gz  #>                       0.005563478                       0.005330179  #>        AC29033_S8_MERGED.fastq.gz     AD26-005-B_S9_MERGED.fastq.gz  #>                       0.005402056                       0.005555455  #>    AD26-005-H_S10_MERGED.fastq.gz    AD26-005-M_S11_MERGED.fastq.gz  #>                       0.005506894                       0.005566377  #>   AD30-ABMX-M_S12_MERGED.fastq.gz    AD32-007-M_S13_MERGED.fastq.gz  #>                       0.005466833                       0.005382835  #>    ADABM30X-B_S14_MERGED.fastq.gz    ADABM30X-H_S15_MERGED.fastq.gz  #>                       0.005487170                       0.005481407  #>    ADABM30X-M_S16_MERGED.fastq.gz   AE30-ABM507_S17_MERGED.fastq.gz  #>                       0.005628821                       0.005384814  #>       B17-014_S18_MERGED.fastq.gz     B18-006-B_S19_MERGED.fastq.gz  #>                       0.005192392                       0.005094756  #>   BA16-036bis_S20_MERGED.fastq.gz    BA17-050-B_S21_MERGED.fastq.gz  #>                       0.005561127                       0.005350902  #>    BB19-006-H_S22_MERGED.fastq.gz     BB6-019-B_S23_MERGED.fastq.gz  #>                       0.005446338                       0.005439750  #>     BB6-019-H_S24_MERGED.fastq.gz     BB6-019-M_S25_MERGED.fastq.gz  #>                       0.005482589                       0.005373188  #>      BD14-021_S26_MERGED.fastq.gz     BE9-006-B_S27_MERGED.fastq.gz  #>                       0.005358611                       0.005383989  #>     BE9-006-H_S28_MERGED.fastq.gz     BE9-006-M_S29_MERGED.fastq.gz  #>                       0.005355821                       0.005395364  #>     BG7-010-B_S30_MERGED.fastq.gz     BG7-010-H_S31_MERGED.fastq.gz  #>                       0.004943752                       0.005220289  #>     BG7-010-M_S32_MERGED.fastq.gz       BH9-021_S33_MERGED.fastq.gz  #>                       0.004970198                       0.005257841  #>    BJ17-007-M_S34_MERGED.fastq.gz   BJ8-ABM-003_S35_MERGED.fastq.gz  #>                       0.005377047                       0.005577087  #>     BL7-006-B_S36_MERGED.fastq.gz     BL7-006-H_S37_MERGED.fastq.gz  #>                       0.004999042                       0.004963713  #>     BL7-006-M_S38_MERGED.fastq.gz      BN11-041_S39_MERGED.fastq.gz  #>                       0.004781180                       0.005429140  #>       BN9-002_S40_MERGED.fastq.gz       BO8-002_S41_MERGED.fastq.gz  #>                       0.005665252                       0.005517642  #>       BO8-005_S42_MERGED.fastq.gz    BP11-001-B_S43_MERGED.fastq.gz  #>                       0.005573845                       0.005494164  #>    BP11-001-H_S44_MERGED.fastq.gz    BP11-001-M_S45_MERGED.fastq.gz  #>                       0.005338535                       0.005495800  #>    BP12-025-B_S46_MERGED.fastq.gz      BP14-006_S47_MERGED.fastq.gz  #>                       0.005556655                       0.005326438  #>       BQ3-019_S48_MERGED.fastq.gz     BQ4-018-B_S49_MERGED.fastq.gz  #>                       0.005665118                       0.005356941  #>     BQ4-018-H_S50_MERGED.fastq.gz     BQ4-018-M_S51_MERGED.fastq.gz  #>                       0.005491212                       0.005571424  #>    BQ9ABM-002_S52_MERGED.fastq.gz       BR8-005_S53_MERGED.fastq.gz  #>                       0.005497845                       0.005491499  #>      BS14-006_S54_MERGED.fastq.gz      BT-006-M_S55_MERGED.fastq.gz  #>                       0.005384537                       0.005168301  #>       BT7-006_S56_MERGED.fastq.gz    BV11-002-B_S57_MERGED.fastq.gz  #>                       0.005084315                       0.005458463  #>    BV11-002-H_S58_MERGED.fastq.gz    BV11-002-M_S59_MERGED.fastq.gz  #>                       0.005438616                       0.005596859  #>       BW8-003_S60_MERGED.fastq.gz        C1-001_S61_MERGED.fastq.gz  #>                       0.005346791                       0.005276780  #>     C21-NV1-B_S62_MERGED.fastq.gz     C21-NV1-H_S63_MERGED.fastq.gz  #>                       0.005511602                       0.005477861  #>     C21-NV1-M_S64_MERGED.fastq.gz        C9-005_S65_MERGED.fastq.gz  #>                       0.005707347                       0.005590082  #>      CA12-024_S66_MERGED.fastq.gz       CA9-027_S67_MERGED.fastq.gz  #>                       0.005552383                       0.005706414  #>         CA9-X_S68_MERGED.fastq.gz     CB8-019-B_S69_MERGED.fastq.gz  #>                       0.005426847                       0.005571891  #>     CB8-019-H_S70_MERGED.fastq.gz     CB8-019-M_S71_MERGED.fastq.gz  #>                       0.005502441                       0.005530143  #>       CB9-013_S72_MERGED.fastq.gz       CC3-044_S73_MERGED.fastq.gz  #>                       0.005490287                       0.005457918  #>       CC8-003_S74_MERGED.fastq.gz       D17-011_S77_MERGED.fastq.gz  #>                       0.005601528                       0.005358224  #>     D18-003-B_S78_MERGED.fastq.gz     D18-003-H_S79_MERGED.fastq.gz  #>                       0.005457737                       0.005522691  #>     D18-003-M_S80_MERGED.fastq.gz    D22-NVABM1_S81_MERGED.fastq.gz  #>                       0.005577862                       0.005366414  #>     D61-010-B_S82_MERGED.fastq.gz      D9-027-B_S83_MERGED.fastq.gz  #>                       0.005491082                       0.005212816  #>      D9-027-H_S84_MERGED.fastq.gz      D9-027-M_S85_MERGED.fastq.gz  #>                       0.005028374                       0.005239751  #>   DBM-ABM-001_S86_MERGED.fastq.gz     DJ2-008-B_S87_MERGED.fastq.gz  #>                       0.005312083                       0.005399521  #>     DJ2-008-H_S88_MERGED.fastq.gz     DJ2-008-M_S89_MERGED.fastq.gz  #>                       0.005631249                       0.005280451  #>    DP4-ABM001_S90_MERGED.fastq.gz  DS1-ABM002-B_S91_MERGED.fastq.gz  #>                       0.005565384                       0.005478764  #>  DS1-ABM002-H_S92_MERGED.fastq.gz  DS1-ABM002-M_S93_MERGED.fastq.gz  #>                       0.005653426                       0.005492775  #>     DU3-045-B_S94_MERGED.fastq.gz       DW4-007_S95_MERGED.fastq.gz  #>                       0.005348383                       0.005466873  #>     DY5-004-B_S96_MERGED.fastq.gz     DY5-004-H_S97_MERGED.fastq.gz  #>                       0.005152746                       0.005059661  #>     DY5-004-M_S98_MERGED.fastq.gz   DZ6-ABM-001_S99_MERGED.fastq.gz  #>                       0.005173344                       0.005558530  #>     E9-009-B_S100_MERGED.fastq.gz     E9-009-H_S101_MERGED.fastq.gz  #>                       0.005064167                       0.005023463  #>     E9-009-M_S102_MERGED.fastq.gz  EA5-ABM-001_S103_MERGED.fastq.gz  #>                       0.004953764                       0.005481721  #>    EC2-013-B_S104_MERGED.fastq.gz   F6-ABM-001_S105_MERGED.fastq.gz  #>                       0.005547660                       0.005730904  #>     F7-015-M_S106_MERGED.fastq.gz    FOMES19-H_S108_MERGED.fastq.gz  #>                       0.005720220                       0.005089936  #>    FOMES19-M_S109_MERGED.fastq.gz    H10-018-M_S110_MERGED.fastq.gz  #>                       0.005206987                       0.005538178  #> H24-NVABM1-H_S111_MERGED.fastq.gz    J18-004-B_S114_MERGED.fastq.gz  #>                       0.005239803                       0.005151929  #>    J18-004-H_S115_MERGED.fastq.gz    J18-004-M_S116_MERGED.fastq.gz  #>                       0.005762547                       0.005134888  #>    K18-002-H_S117_MERGED.fastq.gz   K26-NVABM1_S118_MERGED.fastq.gz  #>                       0.005491317                       0.005502090  #>       L19X-B_S119_MERGED.fastq.gz       L19X-H_S120_MERGED.fastq.gz  #>                       0.005739303                       0.005516046  #>       L19X-M_S121_MERGED.fastq.gz    L23-002-B_S122_MERGED.fastq.gz  #>                       0.005365199                       0.005143392  #>    L23-002-H_S123_MERGED.fastq.gz    L23-002-M_S124_MERGED.fastq.gz  #>                       0.005572630                       0.005257109  #>      M22-001_S125_MERGED.fastq.gz       N19X-B_S126_MERGED.fastq.gz  #>                       0.005584895                       0.005041025  #>       N19X-H_S127_MERGED.fastq.gz       N19X-M_S128_MERGED.fastq.gz  #>                       0.005264857                       0.005377916  #>    N22-001-B_S129_MERGED.fastq.gz    N23-002-B_S130_MERGED.fastq.gz  #>                       0.005760180                       0.005470941  #>    N23-002-H_S131_MERGED.fastq.gz    N23-002-M_S132_MERGED.fastq.gz  #>                       0.005471282                       0.006089028  #>     N25-ABMX_S133_MERGED.fastq.gz   NVABM-0058_S134_MERGED.fastq.gz  #>                       0.005535886                       0.005464185  #> NVABM-0163-H_S135_MERGED.fastq.gz   NVABM-0397_S138_MERGED.fastq.gz  #>                       0.005517807                       0.005507368  #>    NVABM0216_S136_MERGED.fastq.gz  NVABM0244-M_S137_MERGED.fastq.gz  #>                       0.005634269                       0.005716539  #>      O20-X-B_S139_MERGED.fastq.gz      O20-X-H_S140_MERGED.fastq.gz  #>                       0.005550458                       0.005216059  #>      O20-X-M_S141_MERGED.fastq.gz    O21-007-B_S142_MERGED.fastq.gz  #>                       0.005206341                       0.005466052  #>    O21-007-H_S143_MERGED.fastq.gz    O21-007-M_S144_MERGED.fastq.gz  #>                       0.005573792                       0.005933239  #>    O24-003-B_S145_MERGED.fastq.gz    O24-003-H_S146_MERGED.fastq.gz  #>                       0.005314380                       0.005468160  #>    O24-003-M_S147_MERGED.fastq.gz    O26-004-B_S148_MERGED.fastq.gz  #>                       0.005296319                       0.005563424  #>    O26-004-H_S149_MERGED.fastq.gz    O26-004-M_S150_MERGED.fastq.gz  #>                       0.005538888                       0.005737268  #>      O27-012_S151_MERGED.fastq.gz     O9-005-B_S152_MERGED.fastq.gz  #>                       0.005585947                       0.005091717  #>    P19-023-M_S153_MERGED.fastq.gz    P27-015-M_S154_MERGED.fastq.gz  #>                       0.005550866                       0.005619124  #>   P27-ABM001_S155_MERGED.fastq.gz Q27-ABM003-B_S156_MERGED.fastq.gz  #>                       0.005636609                       0.005457268  #>     R25-ABMX_S157_MERGED.fastq.gz    R28-008-B_S158_MERGED.fastq.gz  #>                       0.005415096                       0.005101819  #>    R28-008-H_S159_MERGED.fastq.gz    R28-008-M_S160_MERGED.fastq.gz  #>                       0.004987584                       0.005077265  #>      T28-011_S161_MERGED.fastq.gz T28-ABM602-B_S162_MERGED.fastq.gz  #>                       0.005478888                       0.005776477  #>   U27-ABM002_S163_MERGED.fastq.gz     W25-ABMX_S164_MERGED.fastq.gz  #>                       0.005370920                       0.005453257  #>    W26-001-B_S165_MERGED.fastq.gz    W26-001-H_S166_MERGED.fastq.gz  #>                       0.004758101                       0.004908588  #>    W26-001-M_S167_MERGED.fastq.gz      W30-006_S168_MERGED.fastq.gz  #>                       0.005065333                       0.005394839  #>     W9-025-M_S169_MERGED.fastq.gz    X24-009-B_S170_MERGED.fastq.gz  #>                       0.005728282                       0.005267850  #>    X24-009-H_S171_MERGED.fastq.gz    X24-009-M_S172_MERGED.fastq.gz  #>                       0.005586239                       0.005548480  #>      X24-010_S173_MERGED.fastq.gz    X29-004-B_S174_MERGED.fastq.gz  #>                       0.005564110                       0.005657518  #>    X29-004-H_S175_MERGED.fastq.gz    X29-004-M_S176_MERGED.fastq.gz  #>                       0.005273738                       0.005466336  #> Y21-ABM484-H_S177_MERGED.fastq.gz    Y28-002-B_S178_MERGED.fastq.gz  #>                       0.005373932                       0.005279263  #>    Y28-002-H_S179_MERGED.fastq.gz    Y28-002-M_S180_MERGED.fastq.gz  #>                       0.005125520                       0.005339353  #>    Y29-007-B_S181_MERGED.fastq.gz    Y29-007-H_S182_MERGED.fastq.gz  #>                       0.005127480                       0.005094909  #>    Y29-007-M_S183_MERGED.fastq.gz Y31-ABM484-B_S184_MERGED.fastq.gz  #>                       0.005505642                       0.005582052  #>    Z29-001-H_S185_MERGED.fastq.gz      Z30-002_S186_MERGED.fastq.gz  #>                       0.005431650                       0.005088953  #> Z30-ABM560-M_S187_MERGED.fastq.gz  #>                       0.005368628  #>  #> $p.LCBD #>    A10-005-B_S188_MERGED.fastq.gz    A10-005-H_S189_MERGED.fastq.gz  #>                         0.6666667                         0.3333333  #>    A10-005-M_S190_MERGED.fastq.gz      A12-007_S191_MERGED.fastq.gz  #>                         0.6666667                         0.5000000  #>      A12-007-B_S2_MERGED.fastq.gz        A15-004_S3_MERGED.fastq.gz  #>                         0.3333333                         1.0000000  #>         A8-005_S4_MERGED.fastq.gz         A9-012_S5_MERGED.fastq.gz  #>                         0.6666667                         1.0000000  #>    AB29-ABMX-H_S6_MERGED.fastq.gz       AC27-013_S7_MERGED.fastq.gz  #>                         0.3333333                         1.0000000  #>        AC29033_S8_MERGED.fastq.gz     AD26-005-B_S9_MERGED.fastq.gz  #>                         0.6666667                         0.1666667  #>    AD26-005-H_S10_MERGED.fastq.gz    AD26-005-M_S11_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>   AD30-ABMX-M_S12_MERGED.fastq.gz    AD32-007-M_S13_MERGED.fastq.gz  #>                         0.6666667                         0.5000000  #>    ADABM30X-B_S14_MERGED.fastq.gz    ADABM30X-H_S15_MERGED.fastq.gz  #>                         0.5000000                         0.5000000  #>    ADABM30X-M_S16_MERGED.fastq.gz   AE30-ABM507_S17_MERGED.fastq.gz  #>                         0.3333333                         0.8333333  #>       B17-014_S18_MERGED.fastq.gz     B18-006-B_S19_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>   BA16-036bis_S20_MERGED.fastq.gz    BA17-050-B_S21_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #>    BB19-006-H_S22_MERGED.fastq.gz     BB6-019-B_S23_MERGED.fastq.gz  #>                         0.3333333                         0.8333333  #>     BB6-019-H_S24_MERGED.fastq.gz     BB6-019-M_S25_MERGED.fastq.gz  #>                         0.3333333                         0.6666667  #>      BD14-021_S26_MERGED.fastq.gz     BE9-006-B_S27_MERGED.fastq.gz  #>                         0.5000000                         0.3333333  #>     BE9-006-H_S28_MERGED.fastq.gz     BE9-006-M_S29_MERGED.fastq.gz  #>                         0.6666667                         0.5000000  #>     BG7-010-B_S30_MERGED.fastq.gz     BG7-010-H_S31_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     BG7-010-M_S32_MERGED.fastq.gz       BH9-021_S33_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    BJ17-007-M_S34_MERGED.fastq.gz   BJ8-ABM-003_S35_MERGED.fastq.gz  #>                         1.0000000                         0.1666667  #>     BL7-006-B_S36_MERGED.fastq.gz     BL7-006-H_S37_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     BL7-006-M_S38_MERGED.fastq.gz      BN11-041_S39_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>       BN9-002_S40_MERGED.fastq.gz       BO8-002_S41_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>       BO8-005_S42_MERGED.fastq.gz    BP11-001-B_S43_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>    BP11-001-H_S44_MERGED.fastq.gz    BP11-001-M_S45_MERGED.fastq.gz  #>                         0.6666667                         0.3333333  #>    BP12-025-B_S46_MERGED.fastq.gz      BP14-006_S47_MERGED.fastq.gz  #>                         0.1666667                         0.8333333  #>       BQ3-019_S48_MERGED.fastq.gz     BQ4-018-B_S49_MERGED.fastq.gz  #>                         0.3333333                         0.6666667  #>     BQ4-018-H_S50_MERGED.fastq.gz     BQ4-018-M_S51_MERGED.fastq.gz  #>                         0.5000000                         0.1666667  #>    BQ9ABM-002_S52_MERGED.fastq.gz       BR8-005_S53_MERGED.fastq.gz  #>                         0.5000000                         0.1666667  #>      BS14-006_S54_MERGED.fastq.gz      BT-006-M_S55_MERGED.fastq.gz  #>                         0.8333333                         1.0000000  #>       BT7-006_S56_MERGED.fastq.gz    BV11-002-B_S57_MERGED.fastq.gz  #>                         1.0000000                         0.3333333  #>    BV11-002-H_S58_MERGED.fastq.gz    BV11-002-M_S59_MERGED.fastq.gz  #>                         0.6666667                         0.1666667  #>       BW8-003_S60_MERGED.fastq.gz        C1-001_S61_MERGED.fastq.gz  #>                         0.6666667                         0.8333333  #>     C21-NV1-B_S62_MERGED.fastq.gz     C21-NV1-H_S63_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>     C21-NV1-M_S64_MERGED.fastq.gz        C9-005_S65_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>      CA12-024_S66_MERGED.fastq.gz       CA9-027_S67_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>         CA9-X_S68_MERGED.fastq.gz     CB8-019-B_S69_MERGED.fastq.gz  #>                         0.5000000                         0.1666667  #>     CB8-019-H_S70_MERGED.fastq.gz     CB8-019-M_S71_MERGED.fastq.gz  #>                         0.5000000                         0.1666667  #>       CB9-013_S72_MERGED.fastq.gz       CC3-044_S73_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #>       CC8-003_S74_MERGED.fastq.gz       D17-011_S77_MERGED.fastq.gz  #>                         0.1666667                         0.5000000  #>     D18-003-B_S78_MERGED.fastq.gz     D18-003-H_S79_MERGED.fastq.gz  #>                         0.1666667                         0.6666667  #>     D18-003-M_S80_MERGED.fastq.gz    D22-NVABM1_S81_MERGED.fastq.gz  #>                         0.1666667                         0.3333333  #>     D61-010-B_S82_MERGED.fastq.gz      D9-027-B_S83_MERGED.fastq.gz  #>                         0.5000000                         1.0000000  #>      D9-027-H_S84_MERGED.fastq.gz      D9-027-M_S85_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>   DBM-ABM-001_S86_MERGED.fastq.gz     DJ2-008-B_S87_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>     DJ2-008-H_S88_MERGED.fastq.gz     DJ2-008-M_S89_MERGED.fastq.gz  #>                         0.5000000                         1.0000000  #>    DP4-ABM001_S90_MERGED.fastq.gz  DS1-ABM002-B_S91_MERGED.fastq.gz  #>                         0.1666667                         0.5000000  #>  DS1-ABM002-H_S92_MERGED.fastq.gz  DS1-ABM002-M_S93_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>     DU3-045-B_S94_MERGED.fastq.gz       DW4-007_S95_MERGED.fastq.gz  #>                         1.0000000                         0.8333333  #>     DY5-004-B_S96_MERGED.fastq.gz     DY5-004-H_S97_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     DY5-004-M_S98_MERGED.fastq.gz   DZ6-ABM-001_S99_MERGED.fastq.gz  #>                         1.0000000                         0.1666667  #>     E9-009-B_S100_MERGED.fastq.gz     E9-009-H_S101_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     E9-009-M_S102_MERGED.fastq.gz  EA5-ABM-001_S103_MERGED.fastq.gz  #>                         1.0000000                         0.1666667  #>    EC2-013-B_S104_MERGED.fastq.gz   F6-ABM-001_S105_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>     F7-015-M_S106_MERGED.fastq.gz    FOMES19-H_S108_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>    FOMES19-M_S109_MERGED.fastq.gz    H10-018-M_S110_MERGED.fastq.gz  #>                         0.8333333                         0.1666667  #> H24-NVABM1-H_S111_MERGED.fastq.gz    J18-004-B_S114_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    J18-004-H_S115_MERGED.fastq.gz    J18-004-M_S116_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>    K18-002-H_S117_MERGED.fastq.gz   K26-NVABM1_S118_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>       L19X-B_S119_MERGED.fastq.gz       L19X-H_S120_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>       L19X-M_S121_MERGED.fastq.gz    L23-002-B_S122_MERGED.fastq.gz  #>                         0.6666667                         0.8333333  #>    L23-002-H_S123_MERGED.fastq.gz    L23-002-M_S124_MERGED.fastq.gz  #>                         0.3333333                         1.0000000  #>      M22-001_S125_MERGED.fastq.gz       N19X-B_S126_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>       N19X-H_S127_MERGED.fastq.gz       N19X-M_S128_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>    N22-001-B_S129_MERGED.fastq.gz    N23-002-B_S130_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>    N23-002-H_S131_MERGED.fastq.gz    N23-002-M_S132_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>     N25-ABMX_S133_MERGED.fastq.gz   NVABM-0058_S134_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #> NVABM-0163-H_S135_MERGED.fastq.gz   NVABM-0397_S138_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>    NVABM0216_S136_MERGED.fastq.gz  NVABM0244-M_S137_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>      O20-X-B_S139_MERGED.fastq.gz      O20-X-H_S140_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>      O20-X-M_S141_MERGED.fastq.gz    O21-007-B_S142_MERGED.fastq.gz  #>                         1.0000000                         0.8333333  #>    O21-007-H_S143_MERGED.fastq.gz    O21-007-M_S144_MERGED.fastq.gz  #>                         0.3333333                         0.1666667  #>    O24-003-B_S145_MERGED.fastq.gz    O24-003-H_S146_MERGED.fastq.gz  #>                         1.0000000                         0.1666667  #>    O24-003-M_S147_MERGED.fastq.gz    O26-004-B_S148_MERGED.fastq.gz  #>                         0.8333333                         0.3333333  #>    O26-004-H_S149_MERGED.fastq.gz    O26-004-M_S150_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>      O27-012_S151_MERGED.fastq.gz     O9-005-B_S152_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>    P19-023-M_S153_MERGED.fastq.gz    P27-015-M_S154_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>   P27-ABM001_S155_MERGED.fastq.gz Q27-ABM003-B_S156_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #>     R25-ABMX_S157_MERGED.fastq.gz    R28-008-B_S158_MERGED.fastq.gz  #>                         0.5000000                         1.0000000  #>    R28-008-H_S159_MERGED.fastq.gz    R28-008-M_S160_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>      T28-011_S161_MERGED.fastq.gz T28-ABM602-B_S162_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>   U27-ABM002_S163_MERGED.fastq.gz     W25-ABMX_S164_MERGED.fastq.gz  #>                         0.6666667                         0.8333333  #>    W26-001-B_S165_MERGED.fastq.gz    W26-001-H_S166_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    W26-001-M_S167_MERGED.fastq.gz      W30-006_S168_MERGED.fastq.gz  #>                         1.0000000                         0.5000000  #>     W9-025-M_S169_MERGED.fastq.gz    X24-009-B_S170_MERGED.fastq.gz  #>                         0.1666667                         1.0000000  #>    X24-009-H_S171_MERGED.fastq.gz    X24-009-M_S172_MERGED.fastq.gz  #>                         0.1666667                         0.1666667  #>      X24-010_S173_MERGED.fastq.gz    X29-004-B_S174_MERGED.fastq.gz  #>                         0.5000000                         0.1666667  #>    X29-004-H_S175_MERGED.fastq.gz    X29-004-M_S176_MERGED.fastq.gz  #>                         1.0000000                         0.3333333  #> Y21-ABM484-H_S177_MERGED.fastq.gz    Y28-002-B_S178_MERGED.fastq.gz  #>                         0.8333333                         0.8333333  #>    Y28-002-H_S179_MERGED.fastq.gz    Y28-002-M_S180_MERGED.fastq.gz  #>                         1.0000000                         0.8333333  #>    Y29-007-B_S181_MERGED.fastq.gz    Y29-007-H_S182_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    Y29-007-M_S183_MERGED.fastq.gz Y31-ABM484-B_S184_MERGED.fastq.gz  #>                         0.3333333                         0.3333333  #>    Z29-001-H_S185_MERGED.fastq.gz      Z30-002_S186_MERGED.fastq.gz  #>                         0.5000000                         1.0000000  #> Z30-ABM560-M_S187_MERGED.fastq.gz  #>                         0.8333333  #>  #> $p.adj #>    A10-005-B_S188_MERGED.fastq.gz    A10-005-H_S189_MERGED.fastq.gz  #>                         1.0000000                         0.7254902  #>    A10-005-M_S190_MERGED.fastq.gz      A12-007_S191_MERGED.fastq.gz  #>                         1.0000000                         0.8726415  #>      A12-007-B_S2_MERGED.fastq.gz        A15-004_S3_MERGED.fastq.gz  #>                         0.7254902                         1.0000000  #>         A8-005_S4_MERGED.fastq.gz         A9-012_S5_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    AB29-ABMX-H_S6_MERGED.fastq.gz       AC27-013_S7_MERGED.fastq.gz  #>                         0.7254902                         1.0000000  #>        AC29033_S8_MERGED.fastq.gz     AD26-005-B_S9_MERGED.fastq.gz  #>                         1.0000000                         0.5505952  #>    AD26-005-H_S10_MERGED.fastq.gz    AD26-005-M_S11_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>   AD30-ABMX-M_S12_MERGED.fastq.gz    AD32-007-M_S13_MERGED.fastq.gz  #>                         1.0000000                         0.8726415  #>    ADABM30X-B_S14_MERGED.fastq.gz    ADABM30X-H_S15_MERGED.fastq.gz  #>                         0.8726415                         0.8726415  #>    ADABM30X-M_S16_MERGED.fastq.gz   AE30-ABM507_S17_MERGED.fastq.gz  #>                         0.7254902                         1.0000000  #>       B17-014_S18_MERGED.fastq.gz     B18-006-B_S19_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>   BA16-036bis_S20_MERGED.fastq.gz    BA17-050-B_S21_MERGED.fastq.gz  #>                         0.7254902                         0.7254902  #>    BB19-006-H_S22_MERGED.fastq.gz     BB6-019-B_S23_MERGED.fastq.gz  #>                         0.7254902                         1.0000000  #>     BB6-019-H_S24_MERGED.fastq.gz     BB6-019-M_S25_MERGED.fastq.gz  #>                         0.7254902                         1.0000000  #>      BD14-021_S26_MERGED.fastq.gz     BE9-006-B_S27_MERGED.fastq.gz  #>                         0.8726415                         0.7254902  #>     BE9-006-H_S28_MERGED.fastq.gz     BE9-006-M_S29_MERGED.fastq.gz  #>                         1.0000000                         0.8726415  #>     BG7-010-B_S30_MERGED.fastq.gz     BG7-010-H_S31_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     BG7-010-M_S32_MERGED.fastq.gz       BH9-021_S33_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    BJ17-007-M_S34_MERGED.fastq.gz   BJ8-ABM-003_S35_MERGED.fastq.gz  #>                         1.0000000                         0.5505952  #>     BL7-006-B_S36_MERGED.fastq.gz     BL7-006-H_S37_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     BL7-006-M_S38_MERGED.fastq.gz      BN11-041_S39_MERGED.fastq.gz  #>                         1.0000000                         0.8726415  #>       BN9-002_S40_MERGED.fastq.gz       BO8-002_S41_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>       BO8-005_S42_MERGED.fastq.gz    BP11-001-B_S43_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>    BP11-001-H_S44_MERGED.fastq.gz    BP11-001-M_S45_MERGED.fastq.gz  #>                         1.0000000                         0.7254902  #>    BP12-025-B_S46_MERGED.fastq.gz      BP14-006_S47_MERGED.fastq.gz  #>                         0.5505952                         1.0000000  #>       BQ3-019_S48_MERGED.fastq.gz     BQ4-018-B_S49_MERGED.fastq.gz  #>                         0.7254902                         1.0000000  #>     BQ4-018-H_S50_MERGED.fastq.gz     BQ4-018-M_S51_MERGED.fastq.gz  #>                         0.8726415                         0.5505952  #>    BQ9ABM-002_S52_MERGED.fastq.gz       BR8-005_S53_MERGED.fastq.gz  #>                         0.8726415                         0.5505952  #>      BS14-006_S54_MERGED.fastq.gz      BT-006-M_S55_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>       BT7-006_S56_MERGED.fastq.gz    BV11-002-B_S57_MERGED.fastq.gz  #>                         1.0000000                         0.7254902  #>    BV11-002-H_S58_MERGED.fastq.gz    BV11-002-M_S59_MERGED.fastq.gz  #>                         1.0000000                         0.5505952  #>       BW8-003_S60_MERGED.fastq.gz        C1-001_S61_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     C21-NV1-B_S62_MERGED.fastq.gz     C21-NV1-H_S63_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>     C21-NV1-M_S64_MERGED.fastq.gz        C9-005_S65_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>      CA12-024_S66_MERGED.fastq.gz       CA9-027_S67_MERGED.fastq.gz  #>                         0.7254902                         0.5505952  #>         CA9-X_S68_MERGED.fastq.gz     CB8-019-B_S69_MERGED.fastq.gz  #>                         0.8726415                         0.5505952  #>     CB8-019-H_S70_MERGED.fastq.gz     CB8-019-M_S71_MERGED.fastq.gz  #>                         0.8726415                         0.5505952  #>       CB9-013_S72_MERGED.fastq.gz       CC3-044_S73_MERGED.fastq.gz  #>                         0.7254902                         0.7254902  #>       CC8-003_S74_MERGED.fastq.gz       D17-011_S77_MERGED.fastq.gz  #>                         0.5505952                         0.8726415  #>     D18-003-B_S78_MERGED.fastq.gz     D18-003-H_S79_MERGED.fastq.gz  #>                         0.5505952                         1.0000000  #>     D18-003-M_S80_MERGED.fastq.gz    D22-NVABM1_S81_MERGED.fastq.gz  #>                         0.5505952                         0.7254902  #>     D61-010-B_S82_MERGED.fastq.gz      D9-027-B_S83_MERGED.fastq.gz  #>                         0.8726415                         1.0000000  #>      D9-027-H_S84_MERGED.fastq.gz      D9-027-M_S85_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>   DBM-ABM-001_S86_MERGED.fastq.gz     DJ2-008-B_S87_MERGED.fastq.gz  #>                         1.0000000                         0.8726415  #>     DJ2-008-H_S88_MERGED.fastq.gz     DJ2-008-M_S89_MERGED.fastq.gz  #>                         0.8726415                         1.0000000  #>    DP4-ABM001_S90_MERGED.fastq.gz  DS1-ABM002-B_S91_MERGED.fastq.gz  #>                         0.5505952                         0.8726415  #>  DS1-ABM002-H_S92_MERGED.fastq.gz  DS1-ABM002-M_S93_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>     DU3-045-B_S94_MERGED.fastq.gz       DW4-007_S95_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     DY5-004-B_S96_MERGED.fastq.gz     DY5-004-H_S97_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     DY5-004-M_S98_MERGED.fastq.gz   DZ6-ABM-001_S99_MERGED.fastq.gz  #>                         1.0000000                         0.5505952  #>     E9-009-B_S100_MERGED.fastq.gz     E9-009-H_S101_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>     E9-009-M_S102_MERGED.fastq.gz  EA5-ABM-001_S103_MERGED.fastq.gz  #>                         1.0000000                         0.5505952  #>    EC2-013-B_S104_MERGED.fastq.gz   F6-ABM-001_S105_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>     F7-015-M_S106_MERGED.fastq.gz    FOMES19-H_S108_MERGED.fastq.gz  #>                         0.5505952                         1.0000000  #>    FOMES19-M_S109_MERGED.fastq.gz    H10-018-M_S110_MERGED.fastq.gz  #>                         1.0000000                         0.5505952  #> H24-NVABM1-H_S111_MERGED.fastq.gz    J18-004-B_S114_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    J18-004-H_S115_MERGED.fastq.gz    J18-004-M_S116_MERGED.fastq.gz  #>                         0.5505952                         1.0000000  #>    K18-002-H_S117_MERGED.fastq.gz   K26-NVABM1_S118_MERGED.fastq.gz  #>                         0.7254902                         0.5505952  #>       L19X-B_S119_MERGED.fastq.gz       L19X-H_S120_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>       L19X-M_S121_MERGED.fastq.gz    L23-002-B_S122_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    L23-002-H_S123_MERGED.fastq.gz    L23-002-M_S124_MERGED.fastq.gz  #>                         0.7254902                         1.0000000  #>      M22-001_S125_MERGED.fastq.gz       N19X-B_S126_MERGED.fastq.gz  #>                         0.5505952                         1.0000000  #>       N19X-H_S127_MERGED.fastq.gz       N19X-M_S128_MERGED.fastq.gz  #>                         1.0000000                         0.8726415  #>    N22-001-B_S129_MERGED.fastq.gz    N23-002-B_S130_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>    N23-002-H_S131_MERGED.fastq.gz    N23-002-M_S132_MERGED.fastq.gz  #>                         0.7254902                         0.5505952  #>     N25-ABMX_S133_MERGED.fastq.gz   NVABM-0058_S134_MERGED.fastq.gz  #>                         0.7254902                         0.7254902  #> NVABM-0163-H_S135_MERGED.fastq.gz   NVABM-0397_S138_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>    NVABM0216_S136_MERGED.fastq.gz  NVABM0244-M_S137_MERGED.fastq.gz  #>                         0.7254902                         0.5505952  #>      O20-X-B_S139_MERGED.fastq.gz      O20-X-H_S140_MERGED.fastq.gz  #>                         0.5505952                         1.0000000  #>      O20-X-M_S141_MERGED.fastq.gz    O21-007-B_S142_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    O21-007-H_S143_MERGED.fastq.gz    O21-007-M_S144_MERGED.fastq.gz  #>                         0.7254902                         0.5505952  #>    O24-003-B_S145_MERGED.fastq.gz    O24-003-H_S146_MERGED.fastq.gz  #>                         1.0000000                         0.5505952  #>    O24-003-M_S147_MERGED.fastq.gz    O26-004-B_S148_MERGED.fastq.gz  #>                         1.0000000                         0.7254902  #>    O26-004-H_S149_MERGED.fastq.gz    O26-004-M_S150_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>      O27-012_S151_MERGED.fastq.gz     O9-005-B_S152_MERGED.fastq.gz  #>                         0.5505952                         1.0000000  #>    P19-023-M_S153_MERGED.fastq.gz    P27-015-M_S154_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>   P27-ABM001_S155_MERGED.fastq.gz Q27-ABM003-B_S156_MERGED.fastq.gz  #>                         0.7254902                         0.7254902  #>     R25-ABMX_S157_MERGED.fastq.gz    R28-008-B_S158_MERGED.fastq.gz  #>                         0.8726415                         1.0000000  #>    R28-008-H_S159_MERGED.fastq.gz    R28-008-M_S160_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>      T28-011_S161_MERGED.fastq.gz T28-ABM602-B_S162_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>   U27-ABM002_S163_MERGED.fastq.gz     W25-ABMX_S164_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    W26-001-B_S165_MERGED.fastq.gz    W26-001-H_S166_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    W26-001-M_S167_MERGED.fastq.gz      W30-006_S168_MERGED.fastq.gz  #>                         1.0000000                         0.8726415  #>     W9-025-M_S169_MERGED.fastq.gz    X24-009-B_S170_MERGED.fastq.gz  #>                         0.5505952                         1.0000000  #>    X24-009-H_S171_MERGED.fastq.gz    X24-009-M_S172_MERGED.fastq.gz  #>                         0.5505952                         0.5505952  #>      X24-010_S173_MERGED.fastq.gz    X29-004-B_S174_MERGED.fastq.gz  #>                         0.8726415                         0.5505952  #>    X29-004-H_S175_MERGED.fastq.gz    X29-004-M_S176_MERGED.fastq.gz  #>                         1.0000000                         0.7254902  #> Y21-ABM484-H_S177_MERGED.fastq.gz    Y28-002-B_S178_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    Y28-002-H_S179_MERGED.fastq.gz    Y28-002-M_S180_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    Y29-007-B_S181_MERGED.fastq.gz    Y29-007-H_S182_MERGED.fastq.gz  #>                         1.0000000                         1.0000000  #>    Y29-007-M_S183_MERGED.fastq.gz Y31-ABM484-B_S184_MERGED.fastq.gz  #>                         0.7254902                         0.7254902  #>    Z29-001-H_S185_MERGED.fastq.gz      Z30-002_S186_MERGED.fastq.gz  #>                         0.8726415                         1.0000000  #> Z30-ABM560-M_S187_MERGED.fastq.gz  #>                         1.0000000  #>  #> $method #> [1] \"jaccard\"      \"sqrt.D=FALSE\" #>  #> $note #> [1] \"Info -- D is Euclidean because beta.div outputs D[jk] = sqrt(1-S[jk])\" #> [2] \"For this D functions, use beta.div with option sqrt.D=FALSE\"           #>  #> $D #> [1] NA #>  #> attr(,\"class\") #> [1] \"beta.div\" # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-deprecated.html","id":null,"dir":"Reference","previous_headings":"","what":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","title":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","text":"functions provided compatibility older version MiscMetabar package. may eventually completely removed.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-deprecated.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","text":"","code":"physeq_graph_test(...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-deprecated.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","text":"... Parameters passed modern version function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-deprecated.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Deprecated function(s) in the MiscMetabar package — MiscMetabar-deprecated","text":"Depend functions.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/MiscMetabar-package.html","id":null,"dir":"Reference","previous_headings":"","what":"MiscMetabar package — MiscMetabar-package","title":"MiscMetabar package — MiscMetabar-package","text":"Functions help analyze visualize metabarcoding data. Mainly based phyloseq dada2 packages.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/SRS_curve_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Scaling with ranked subsampling (SRS) curve of phyloseq object — SRS_curve_pq","text":"","code":"SRS_curve_pq(physeq, clean_pq = FALSE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/SRS_curve_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Scaling with ranked subsampling (SRS) curve of phyloseq object — SRS_curve_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. clean_pq (logical): phyloseq object cleaned using clean_pq() function? ... arguments passed SRS::SRScurve()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/SRS_curve_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Scaling with ranked subsampling (SRS) curve of phyloseq object — SRS_curve_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/SRS_curve_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Scaling with ranked subsampling (SRS) curve of phyloseq object — SRS_curve_pq","text":"","code":"if (requireNamespace(\"SRS\")) {   SRS_curve_pq(data_fungi_mini,     max.sample.size = 200,     rarefy.comparison = TRUE, rarefy.repeats = 3   )   SRS_curve_pq(data_fungi_mini, max.sample.size = 500, metric = \"shannon\") } #> Loading required namespace: SRS #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 829 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 50 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 36 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 46 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 157 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 39 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 43 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 13 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 520 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 4 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 182 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 9 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 21 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 18 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 3 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 7 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 471 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 5 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 68 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 6 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 2 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129 #> Warning: function should be used for observed counts, but smallest count is 129"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/Tengeler2020_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"This tutorial explores the dataset from Tengeler et al. (2020) available in the mia package.\nobtained using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","title":"This tutorial explores the dataset from Tengeler et al. (2020) available in the mia package.\nobtained using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","text":"phyloseq version Tengeler2020 dataset.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/Tengeler2020_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"This tutorial explores the dataset from Tengeler et al. (2020) available in the mia package.\nobtained using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","text":"","code":"data(Tengeler2020_pq)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/Tengeler2020_pq.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"This tutorial explores the dataset from Tengeler et al. (2020) available in the mia package.\nobtained using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","text":"phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/Tengeler2020_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"This tutorial explores the dataset from Tengeler et al. (2020) available in the mia package.\nobtained using mia::makePhyloseqFromTreeSE(Tengeler2020) — Tengeler2020_pq","text":"Tengeler2020 includes gut microbiota profiles 27 persons ADHD. standard bioinformatic statistical analysis done demonstrate altered microbial composition driver altered brain structure function concomitant changes animals behavior. investigated colonizing young, male, germ-free C57BL/6JOlaHsd mice microbiota individuals without ADHD. Tengeler, .C., Dam, S.., Wiesmann, M. et al. Gut microbiota persons attention-deficit/hyperactivity disorder affects brain mice. Microbiome 8, 44 (2020). https://microbiomejournal.biomedcentral.com/articles/10.1186/s40168-020-00816-x","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"","code":"accu_plot(   physeq,   fact = NULL,   add_nb_seq = TRUE,   step = NULL,   by.fact = FALSE,   ci_col = NULL,   col = NULL,   lwd = 3,   leg = TRUE,   print_sam_names = FALSE,   ci = 2,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines add_nb_seq (default: TRUE, logical) Either plot accumulation curves using sequences using samples step (Integer) distance among points calculated plot lines. low value give better plot time consuming. used add_nb_seq = TRUE. .fact (default: FALSE, logical) First merge OTU table factor plot one line factor ci_col Color vector confidence interval. use add_nb_seq = FALSE. add_nb_seq = TRUE, can use ggplot modify plot. col Color vector lines. use add_nb_seq = FALSE. add_nb_seq = TRUE, can use ggplot modify plot. lwd (default: 3) thickness lines. use add_nb_seq = FALSE. leg (default: TRUE, logical) Plot legend . use add_nb_seq = FALSE. print_sam_names (default: FALSE, logical) Print samples names ? use add_nb_seq = TRUE. ci (default: 2, integer) Confidence interval value used multiply standard error plot confidence interval ... Additional arguments passed ggplot add_nb_seq = TRUE plot add_nb_seq = FALSE","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"ggplot2 plot representing richness accumulation plot add_nb_seq = TRUE, else, add_nb_seq = FALSE return base plot.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot accumulation curves for phyloseq-class object — accu_plot","text":"","code":"# \\donttest{ data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ GP <- rarefy_even_depth(subset_samples_pq(GP, sample_sums(GP) > 3000)) #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> 56OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ p <- accu_plot(GP, \"SampleType\", add_nb_seq = TRUE, by.fact = TRUE, step = 10) p <- accu_plot(GP, \"SampleType\", add_nb_seq = TRUE, step = 10) #> Warning: no non-missing arguments to max; returning -Inf  p + theme(legend.position = \"none\") #> Warning: Removed 8 rows containing missing values or values outside the scale range #> (`geom_line()`).   p + xlim(c(0, 400)) #> Warning: Removed 3256 rows containing missing values or values outside the scale range #> (`geom_line()`).  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot_balanced_modality.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot accumulation curves with balanced modality and depth rarefaction — accu_plot_balanced_modality","title":"Plot accumulation curves with balanced modality and depth rarefaction — accu_plot_balanced_modality","text":"function () rarefy (equalize) number samples per modality factor (ii) rarefy number sequences per sample (depth). seed set 1:nperm. Thus, exacly parameter, including nperm values, results must identical.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot_balanced_modality.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot accumulation curves with balanced modality and depth rarefaction — accu_plot_balanced_modality","text":"","code":"accu_plot_balanced_modality(   physeq,   fact,   nperm = 99,   step = 2000,   by.fact = TRUE,   progress_bar = TRUE,   quantile_prob = 0.975,   rarefy_by_sample_before_merging = TRUE,   sample.size = 1000,   verbose = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot_balanced_modality.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot accumulation curves with balanced modality and depth rarefaction — accu_plot_balanced_modality","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) variable rarefy. Must present sam_data slot physeq object. nperm (int) number permutations perform. step (int) distance among points calculated plot lines. low value give better plot time consuming. .fact (logical, default TRUE) First merge OTU table factor plot one line factor progress_bar (logical, default TRUE) print progress calculation? quantile_prob (float, [0:1]) value compute quantile. Minimum quantile compute using 1-quantile_prob. rarefy_by_sample_before_merging (logical, default TRUE): rarefy_by_sample_before_merging = FALSE buggy moment.Please use rarefy_by_sample_before_merging = TRUE sample.size (int) single integer value equal number reads simulated, also known depth. See phyloseq::rarefy_even_depth(). verbose (logical). TRUE, print additional informations. ... params passed accu_plot() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot_balanced_modality.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot accumulation curves with balanced modality and depth rarefaction — accu_plot_balanced_modality","text":"ggplot2 plot representing richness accumulation plot","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot_balanced_modality.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot accumulation curves with balanced modality and depth rarefaction — accu_plot_balanced_modality","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot_balanced_modality.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot accumulation curves with balanced modality and depth rarefaction — accu_plot_balanced_modality","text":"","code":"# \\donttest{ data_fungi_woNA4Time <-   subset_samples(data_fungi, !is.na(Time)) data_fungi_woNA4Time@sam_data$Time <- paste0(\"time-\", data_fungi_woNA4Time@sam_data$Time) accu_plot_balanced_modality(data_fungi_woNA4Time, \"Time\", nperm = 3) #> `set.seed(1)` was used to initialize repeatable random subsampling. #> Please record this for your records so others can reproduce. #> Try `set.seed(1); .Random.seed` for the full vector #> ... #> Warning: no non-missing arguments to max; returning -Inf #>    |                                                           |                                                  |   0%   |                                                           |=================                                 |  33%   |                                                           |=================================                 |  67%   |                                                           |==================================================| 100% #> Warning: Removed 4 rows containing missing values or values outside the scale range #> (`geom_line()`).   data_fungi_woNA4Height <-   subset_samples(data_fungi, !is.na(Height)) accu_plot_balanced_modality(data_fungi_woNA4Height, \"Height\", nperm = 3) #> `set.seed(1)` was used to initialize repeatable random subsampling. #> Please record this for your records so others can reproduce. #> Try `set.seed(1); .Random.seed` for the full vector #> ... #> Warning: no non-missing arguments to max; returning -Inf #>    |                                                           |                                                  |   0%   |                                                           |=================                                 |  33%   |                                                           |=================================                 |  67%   |                                                           |==================================================| 100% #> Warning: Removed 3 rows containing missing values or values outside the scale range #> (`geom_line()`).  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"","code":"accu_samp_threshold(res_accuplot, threshold = 0.95)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"res_accuplot result function accu_plot() threshold proportion ASV obtain samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"value sample number sequences needed obtain threshold proportion ASV","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compute the number of sequence to obtain a given proportion of ASV in\naccumulation curves — accu_samp_threshold","text":"","code":"# \\donttest{ data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ GP <- rarefy_even_depth(subset_samples_pq(GP, sample_sums(GP) > 3000)) #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ #> 58OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ p <- accu_plot(GP, \"SampleType\", add_nb_seq = TRUE, by.fact = TRUE, step = 10)  val_threshold <- accu_samp_threshold(p)  summary(val_threshold) #>    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.  #>    2891    6154    7361    7006    8214   10411   # Plot the number of sequences needed to accumulate 0.95% of ASV in 50%, 75% # and 100% of samples p + geom_vline(xintercept = quantile(val_threshold, probs = c(0.50, 0.75, 1))) #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_line()`).  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":null,"dir":"Reference","previous_headings":"","what":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"Basically wrapper blast_pq() option unique_per_seq = TRUE score_filter = FALSE. Add information taxtable","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"","code":"add_blast_info(physeq, fasta_for_db, silent = FALSE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fasta_for_db path fasta file make blast database silent (logical) true, message printing. ... arguments passed blast_pq() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"new phyloseq-class object information tax_table based blast given database","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_blast_info.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Add information from blast_pq() to the tax_table slot of a phyloseq object — add_blast_info","text":"Adrien Taudière","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_dna_to_phyloseq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add dna in refseq slot of a physeq object using taxa names and renames taxa\nusing ASV_1, ASV_2, … — add_dna_to_phyloseq","text":"","code":"add_dna_to_phyloseq(physeq)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_dna_to_phyloseq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add dna in refseq slot of a physeq object using taxa names and renames taxa\nusing ASV_1, ASV_2, … — add_dna_to_phyloseq","text":"physeq (required): phyloseq-class object obtained using phyloseq package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_dna_to_phyloseq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add dna in refseq slot of a physeq object using taxa names and renames taxa\nusing ASV_1, ASV_2, … — add_dna_to_phyloseq","text":"new phyloseq-class object refseq slot new taxa names","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":null,"dir":"Reference","previous_headings":"","what":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"Please cite Nguyen et al. 2016 (doi:10.1016/j.funeco.2015.06.006 )","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"","code":"add_funguild_info(   physeq,   taxLevels = c(\"Kingdom\", \"Phylum\", \"Class\", \"Order\", \"Family\", \"Genus\", \"Species\") )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"physeq (required): phyloseq-class object obtained using phyloseq package. taxLevels Name 7 columns tax_table required funguild","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"new object class physeq Guild information added tax_table slot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"function mainly wrapper work others. Please make reference FUNGuildR package associate publication use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_funguild_info.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add information about Guild for FUNGI the FUNGuild databse — add_funguild_info","text":"","code":"# \\donttest{ if (requireNamespace(\"httr\")) {   d_fung_mini <- add_funguild_info(data_fungi_mini,     taxLevels = c(       \"Domain\",       \"Phylum\",       \"Class\",       \"Order\",       \"Family\",       \"Genus\",       \"Species\"     )   )   sort(table(d_fung_mini@tax_table[, \"guild\"]), decreasing = TRUE) } #>  #>                                                      Wood Saprotroph  #>                                                                   11  #>                               Undefined Saprotroph-|Wood Saprotroph|  #>                                                                    7  #>                                 Undefined Saprotroph-Wood Saprotroph  #>                                                                    6  #>                 Ectomycorrhizal-Fungal Pathogen-Undefined Saprotroph  #>                                                                    4  #>    Endophyte-Plant Saprotroph-Undefined Saprotroph-|Wood Saprotroph|  #>                                                                    2  #>                                       Plant Parasite-Wood Saprotroph  #>                                                                    2  #>                                      Ectomycorrhizal-Fungal Parasite  #>                                                                    1  #> Ectomycorrhizal-Fungal Parasite-Soil Saprotroph-Undefined Saprotroph  #>                                                                    1  #>                   Ectomycorrhizal-|Plant Saprotroph|-Wood Saprotroph  #>                                                                    1  #>                                 Fungal Parasite-Undefined Saprotroph  #>                                                                    1  #>                       Lichen Parasite-Plant Pathogen-Wood Saprotroph  #>                                                                    1  #>                                                       Plant Pathogen  #>                                                                    1  #>                                       Plant Pathogen-Wood Saprotroph  #>                                                                    1  #>                                                    |Wood Saprotroph|  #>                                                                    1  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"Warning: value nb_seq nb_otu may outdated transform phyloseq object, e.g. using subset_taxa_pq() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"","code":"add_info_to_sam_data(   physeq,   df_info = NULL,   add_nb_seq = TRUE,   add_nb_otu = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"physeq (required): phyloseq-class object obtained using phyloseq package. df_info : dataframe rownames matching sample names phyloseq object add_nb_seq (Logical, default TRUE) add column nb_seq collecting number sequences per sample? add_nb_otu (Logical, default TRUE) add column nb_otu collecting number OTUs per sample?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"phyloseq object updated sam_data slot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_info_to_sam_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Add information to sample_data slot of a phyloseq-class object — add_info_to_sam_data","text":"","code":"data_fungi <- add_info_to_sam_data(data_fungi) boxplot(data_fungi@sam_data$nb_otu ~ data_fungi@sam_data$Time)   new_df <- data.frame(   variable_1 = runif(n = nsamples(data_fungi), min = 1, max = 20),   variable_2 = runif(n = nsamples(data_fungi), min = 1, max = 2) ) rownames(new_df) <- sample_names(data_fungi) data_fungi <- add_info_to_sam_data(data_fungi, new_df) plot(data_fungi@sam_data$nb_otu ~ data_fungi@sam_data$variable_1)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"One main use function add taxonomic assignment new database.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"","code":"add_new_taxonomy_pq(physeq, ref_fasta, suffix = NULL, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. ref_fasta (required) link database. Pass dada2::assignTaxonomy. suffix (character) suffix name new columns. set NULL (default), basename file reFasta used. ... Others arguments pass dada2::assignTaxonomy.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"new phyloseq-class object larger slot tax_table\"","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/add_new_taxonomy_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Add new taxonomic rank to a phyloseq object. — add_new_taxonomy_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Permanova on a phyloseq object — adonis_pq","title":"Permanova on a phyloseq object — adonis_pq","text":"wrapper vegan::adonis2() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Permanova on a phyloseq object — adonis_pq","text":"","code":"adonis_pq(   physeq,   formula,   dist_method = \"bray\",   merge_sample_by = NULL,   na_remove = FALSE,   correction_for_sample_size = FALSE,   rarefy_nb_seqs = FALSE,   verbose = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Permanova on a phyloseq object — adonis_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. formula (required) right part formula vegan::adonis2(). Variables must present physeq@sam_data slot. dist_method (default \"bray\") distance used. See phyloseq::distance() available distances run phyloseq::distanceMethodList(). aitchison robust.aitchison distance, vegan::vegdist() function directly used. merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data na_remove (logical, default FALSE) set TRUE, remove samples NA variables set formula. correction_for_sample_size (logical, default FALSE) set TRUE, sample size (number sequences samples) add formula form y~Library_Size + Biological_Effect following recommendation Weiss et al. 2017. correction_for_sample_size overcome rarefy_nb_seqs TRUE. rarefy_nb_seqs (logical, default FALSE) Rarefy sample (merging merge_sample_by set) using phyloseq::rarefy_even_depth(). correction_for_sample_size TRUE, rarefy_nb_seqs effect. verbose (logical, default TRUE) TRUE, prompt messages. ... arguments passed vegan::adonis2() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Permanova on a phyloseq object — adonis_pq","text":"function returns anova.cca result object new column partial R^2. See help vegan::adonis2() information.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Permanova on a phyloseq object — adonis_pq","text":"function mainly wrapper work others. Please make reference vegan::adonis2() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Permanova on a phyloseq object — adonis_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Permanova on a phyloseq object — adonis_pq","text":"","code":"data(enterotype) # \\donttest{ adonis_pq(enterotype, \"SeqTech*Enterotype\", na_remove = TRUE) #> Taxa are now in columns. #> SeqTech #> Enterotype #> 9 were discarded due to NA in variables present in formula. #> Permutation test for adonis under reduced model #> Terms added sequentially (first to last) #> Permutation: free #> Number of permutations: 999 #>  #> vegan::adonis2(formula = .formula, data = metadata) #>                     Df SumOfSqs      R2        F Pr(>F)     #> SeqTech              2   29.175 0.54055 242.2289  0.001 *** #> Enterotype           2    8.651 0.16028  71.8250  0.001 *** #> SeqTech:Enterotype   4    0.368 0.00683   1.5293  0.126     #> Residual           262   15.778 0.29234                     #> Total              270   53.972 1.00000                     #> --- #> Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 adonis_pq(enterotype, \"SeqTech\", dist_method = \"jaccard\") #> Taxa are now in columns. #> Permutation test for adonis under reduced model #> Terms added sequentially (first to last) #> Permutation: free #> Number of permutations: 999 #>  #> vegan::adonis2(formula = .formula, data = metadata) #>           Df SumOfSqs      R2      F Pr(>F)     #> SeqTech    2   31.330 0.40211 93.147  0.001 *** #> Residual 277   46.585 0.59789                   #> Total    279   77.915 1.00000                   #> --- #> Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 adonis_pq(enterotype, \"SeqTech\", dist_method = \"robust.aitchison\") #> Taxa are now in columns. #> Permutation test for adonis under reduced model #> Terms added sequentially (first to last) #> Permutation: free #> Number of permutations: 999 #>  #> vegan::adonis2(formula = .formula, data = metadata) #>           Df SumOfSqs      R2      F Pr(>F)     #> SeqTech    2    83943 0.71401 345.79  0.001 *** #> Residual 277    33622 0.28599                   #> Total    279   117565 1.00000                   #> --- #> Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_rarperm_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Permanova (adonis) on permutations of rarefaction even depth — adonis_rarperm_pq","text":"","code":"adonis_rarperm_pq(   physeq,   formula,   dist_method = \"bray\",   merge_sample_by = NULL,   na_remove = FALSE,   rarefy_nb_seqs = FALSE,   verbose = TRUE,   nperm = 99,   progress_bar = TRUE,   quantile_prob = 0.975,   sample.size = min(sample_sums(physeq)),   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_rarperm_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Permanova (adonis) on permutations of rarefaction even depth — adonis_rarperm_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. formula (required) right part formula vegan::adonis2(). Variables must present physeq@sam_data slot. dist_method (default \"bray\") distance used. See phyloseq::distance() available distances run phyloseq::distanceMethodList(). aitchison robust.aitchison distance, vegan::vegdist() function directly used. merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data na_remove (logical, default FALSE) set TRUE, remove samples NA variables set formula. rarefy_nb_seqs (logical, default FALSE) Rarefy sample (merging merge_sample_by set) using phyloseq::rarefy_even_depth(). correction_for_sample_size TRUE, rarefy_nb_seqs effect. verbose (logical, default TRUE) TRUE, prompt messages. nperm (int) number permutations perform. progress_bar (logical, default TRUE) print progress calculation. quantile_prob (float, [0:1]) value compute quantile. Minimum quantile compute using 1-quantile_prob. sample.size (int) single integer value equal number reads simulated, also known depth. See phyloseq::rarefy_even_depth(). ... params passed adonis_pq() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_rarperm_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Permanova (adonis) on permutations of rarefaction even depth — adonis_rarperm_pq","text":"list three dataframe representing mean, minimum quantile maximum quantile value adonis results. See adonis_pq().","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_rarperm_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Permanova (adonis) on permutations of rarefaction even depth — adonis_rarperm_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/adonis_rarperm_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Permanova (adonis) on permutations of rarefaction even depth — adonis_rarperm_pq","text":"","code":"if (requireNamespace(\"vegan\")) {   data_fungi_woNA <-     subset_samples(data_fungi, !is.na(Time) & !is.na(Height))   adonis_rarperm_pq(data_fungi_woNA, \"Time*Height\", na_remove = TRUE, nperm = 3) } #>    |                                                           |                                                  |   0% #> `set.seed(1)` was used to initialize repeatable random subsampling. #> Please record this for your records so others can reproduce. #> Try `set.seed(1); .Random.seed` for the full vector #> ... #> 1156OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Time #> Height #>    |                                                           |=================                                 |  33% #> `set.seed(2)` was used to initialize repeatable random subsampling. #> Please record this for your records so others can reproduce. #> Try `set.seed(2); .Random.seed` for the full vector #> ... #> 1160OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Time #> Height #>    |                                                           |=================================                 |  67% #> `set.seed(3)` was used to initialize repeatable random subsampling. #> Please record this for your records so others can reproduce. #> Try `set.seed(3); .Random.seed` for the full vector #> ... #> 1180OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Time #> Height #>    |                                                           |==================================================| 100% #> $mean #>              Df   SumOfSqs         R2         F Pr(>F) #> Time          1  1.0135889 0.01886192 2.0866054  0.001 #> Height        2  0.8289606 0.01541881 0.8527159  0.941 #> Time:Height   2  0.8818878 0.01639702 0.9067231  0.766 #> Residual    105 51.0407446 0.94932225        NA     NA #> Total       110 53.7651818 1.00000000        NA     NA #>  #> $quantile_min #>              Df   SumOfSqs         R2         F  Pr(>F) #> Time          1  0.8756634 0.01622743 1.7913365 0.00100 #> Height        2  0.8216582 0.01522648 0.8404060 0.90975 #> Time:Height   2  0.7854405 0.01468994 0.8135536 0.65915 #> Residual    105 50.6817233 0.94795991        NA      NA #> Total       110 53.4639765 1.00000000        NA      NA #>  #> $quantile_max #>              Df   SumOfSqs         R2         F  Pr(>F) #> Time          1  1.1624151 0.02174335 2.4083989 0.00100 #> Height        2  0.8343976 0.01560680 0.8643377 0.97055 #> Time:Height   2  0.9361960 0.01734900 0.9575539 0.96125 #> Residual    105 51.3289949 0.95119710        NA      NA #> Total       110 53.9625125 1.00000000        NA      NA #>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/all_object_size.html","id":null,"dir":"Reference","previous_headings":"","what":"List the size of all objects of the GlobalEnv. — all_object_size","title":"List the size of all objects of the GlobalEnv. — all_object_size","text":"Code https://tolstoy.newcastle.edu.au/R/e6/help/09/01/1121.html","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/all_object_size.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List the size of all objects of the GlobalEnv. — all_object_size","text":"","code":"all_object_size()"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/all_object_size.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List the size of all objects of the GlobalEnv. — all_object_size","text":"list size","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Run ANCOMBC2 on phyloseq object — ancombc_pq","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"wrapper ANCOMBC::ancombc2() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"","code":"ancombc_pq(physeq, fact, levels_fact = NULL, tax_level = \"Class\", ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines levels_fact (default NULL) order level factor. Used reorder levels select levels (filter levels present en levels_fact) tax_level taxonomic level passed ANCOMBC::ancombc2() ... arguments passed ANCOMBC::ancombc2() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"result ANCOMBC::ancombc2() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"function mainly wrapper work others. Please make reference ANCOMBC::ancombc2() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ancombc_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Run ANCOMBC2 on phyloseq object — ancombc_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"mia\")) {   data_fungi_mini@tax_table <- phyloseq::tax_table(cbind(     data_fungi_mini@tax_table,     \"taxon\" = taxa_names(data_fungi_mini)   ))   res_height <- ancombc_pq(     data_fungi_mini,     fact = \"Height\",     levels_fact = c(\"Low\", \"High\"),     verbose = TRUE   )    ggplot(     res_height$res,     aes(       y = reorder(taxon, lfc_HeightHigh),       x = lfc_HeightHigh,       color = diff_HeightHigh     )   ) +     geom_vline(xintercept = 0) +     geom_segment(aes(       xend = 0, y = reorder(taxon, lfc_HeightHigh),       yend = reorder(taxon, lfc_HeightHigh)     ), color = \"darkgrey\") +     geom_point()    res_time <- ancombc_pq(     data_fungi_mini,     fact = \"Time\",     levels_fact = c(\"0\", \"15\"),     tax_level = \"Family\",     verbose = TRUE   ) } #> Warning: The group variable has < 3 categories  #> The multi-group comparisons (global/pairwise/dunnet/trend) will be deactivated #> Warning: The number of taxa used for estimating sample-specific biases is: 11 #> A large number of taxa (>50) is required for the consistent estimation of biases #> Obtaining initial estimates ... #> Estimating sample-specific biases ... #> Loading required package: foreach #>  #> Attaching package: ‘foreach’ #> The following objects are masked from ‘package:purrr’: #>  #>     accumulate, when #> Loading required package: rngtools #> Warning: Estimation of sampling fractions failed for the following samples: #> B18-006-B_S19_MERGED.fastq.gz, DY5-004-B_S96_MERGED.fastq.gz, W26-001-B_S165_MERGED.fastq.gz, X24-009-B_S170_MERGED.fastq.gz, X29-004-B_S174_MERGED.fastq.gz, Y28-002-B_S178_MERGED.fastq.gz, Z29-001-H_S185_MERGED.fastq.gz #> These samples may have an excessive number of zero values #> Sensitivity analysis for pseudo-count addition to 0s: ... #> ANCOM-BC2 primary results ... #> Warning: The group variable has < 3 categories  #> The multi-group comparisons (global/pairwise/dunnet/trend) will be deactivated #> Warning: The number of taxa used for estimating sample-specific biases is: 9 #> A large number of taxa (>50) is required for the consistent estimation of biases #> Obtaining initial estimates ... #> Estimating sample-specific biases ... #> Warning: Estimation of sampling fractions failed for the following samples: #> BT-006-M_S55_MERGED.fastq.gz, C21-NV1-B_S62_MERGED.fastq.gz, CB8-019-H_S70_MERGED.fastq.gz, DY5-004-B_S96_MERGED.fastq.gz, DY5-004-H_S97_MERGED.fastq.gz, J18-004-M_S116_MERGED.fastq.gz, W26-001-B_S165_MERGED.fastq.gz, X24-009-B_S170_MERGED.fastq.gz #> These samples may have an excessive number of zero values #> Sensitivity analysis for pseudo-count addition to 0s: ... #> ANCOM-BC2 primary results ... # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"aim function provide warnings samples depth significantly vary among modalities factor present sam_data slot. function apply Kruskal-Wallis rank sum test number sequences per samples function factor fact.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"","code":"are_modality_even_depth(physeq, fact, boxplot = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. boxplot (logical) want plot boxplot?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"result Kruskal-Wallis rank sum test","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/are_modality_even_depth.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if the mean number of sequences by samples is link to the modality of\na factor — are_modality_even_depth","text":"","code":"are_modality_even_depth(data_fungi_mini, \"Time\")$p.value #> [1] 0.0006936505 are_modality_even_depth(rarefy_even_depth(data_fungi_mini), \"Time\")$p.value #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 7OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> All modality were undoubtedly rarefy in the physeq object. #> [1] 1 are_modality_even_depth(data_fungi_mini, \"Height\", boxplot = TRUE)  #>  #> \tKruskal-Wallis rank sum test #>  #> data:  nb_seq by fact #> Kruskal-Wallis chi-squared = 1.1143, df = 2, p-value = 0.5728 #>"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"","code":"as_binary_otu_table(physeq, min_number = 1)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"physeq (required): phyloseq-class object obtained using phyloseq package. min_number (int) minimum number sequences put 1 OTU table.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"physeq object 0/1 OTU table","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"Useful test results biased sequences bias appended PCR NGS pipeline.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/as_binary_otu_table.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Transform the otu_table of a phyloseq-class object into a\nphyloseq-class object with a binary otu_table. — as_binary_otu_table","text":"","code":"data(enterotype) enterotype_bin <- as_binary_otu_table(enterotype)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"","code":"asv2otu(   physeq = NULL,   dna_seq = NULL,   nproc = 1,   method = \"clusterize\",   id = 0.97,   vsearchpath = \"vsearch\",   tax_adjust = 0,   vsearch_cluster_method = \"--cluster_size\",   vsearch_args = \"--strand both\",   keep_temporary_files = FALSE,   swarmpath = \"swarm\",   d = 1,   swarm_args = \"--fastidious\",   method_clusterize = \"overlap\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"physeq (required): phyloseq-class object obtained using phyloseq package. dna_seq may directly use character vector DNA sequences place physeq args. physeq set, dna sequences take value physeq@refseq nproc (default: 1) Set number cpus/processors use clustering method (default: clusterize) Set clustering method. clusterize use DECIPHER::Clusterize() fonction, vsearch use vsearch software (https://github.com/torognes/vsearch) arguments --cluster_size default (see args vsearch_cluster_method) -strand (see args vsearch_args) swarm use swarm id (default: 0.97) level identity cluster vsearchpath (default: vsearch) path vsearch tax_adjust (Default 0) See man page merge_taxa_vec() details. conserved taxonomic rank abundant ASV, set tax_adjust 0 (default). moment tax_adjust = 0 robust vsearch_cluster_method (default: \"--cluster_size) See possible methods vsearch manual (e.g. --cluster_size --cluster_smallmem) --cluster_fast : Clusterize fasta sequences filename, automatically sort decreasing sequence length beforehand. --cluster_size : Clusterize fasta sequences filename, automatically sort decreasing sequence abundance beforehand. --cluster_smallmem : Clusterize fasta sequences filename without automatically modifying order beforehand. Sequence expected sorted decreasing sequence length, unless --usersort used. case may set vsearch_args vsearch_args = \"--strand --usersort\" vsearch_args (default : \"--strand \") one length character element defining parameters passed vsearch. keep_temporary_files (logical, default: FALSE) keep temporary files temp.fasta (refseq fasta dna_seq sequences) cluster.fasta (centroid method = \"vsearch\") temp.uc (clusters method = \"vsearch\") swarmpath (default: swarm) path swarm d (default: 1) maximum number differences allowed two amplicons, meaning two amplicons grouped d (less) differences swarm_args (default : \"--fastidious\") one length character element defining parameters  passed swarm See possible methods SWARM pdf manual method_clusterize (default \"overlap\") method DECIPHER::Clusterize() method ... Others arguments passed DECIPHER::Clusterize()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"new object class physeq list cluster dna_seq args used.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"function use merge_taxa_vec function merge taxa clusters. default tax_adjust = 0. See man page merge_taxa_vec().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"VSEARCH can downloaded https://github.com/torognes/vsearch. information associated publication https://pubmed.ncbi.nlm.nih.gov/27781170.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/asv2otu.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Recluster sequences of an object of class physeq\nor a list of DNA sequences — asv2otu","text":"","code":"if (requireNamespace(\"DECIPHER\")) {   asv2otu(data_fungi_mini) } #> Partitioning sequences by 3-mer similarity: #> ================================================================================ #> Time difference of 0.02 secs #>  #> Sorting by relatedness within 23 groups: #>  iteration 1 of up to 10 (100.0% stability)  #>  #> Time difference of 0.01 secs #>  #> Clustering sequences by 8-mer similarity: #> Warning: object 'temp' not found #> ================================================================================ #>  #> Time difference of 0.06 secs #>  #> Clusters via relatedness sorting: 100% (0% exclusively) #> Clusters via rare 3-mers: 100% (0% exclusively) #> Estimated clustering effectiveness: 100% #>  #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 32 taxa and 137 samples ] #> sample_data() Sample Data:       [ 137 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 32 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 32 reference sequences ] # \\donttest{ if (requireNamespace(\"DECIPHER\")) {   asv2otu(data_fungi_mini, method_clusterize = \"longest\")    if (MiscMetabar::is_swarm_installed()) {     d_swarm <- asv2otu(data_fungi_mini, method = \"swarm\")   }   if (MiscMetabar::is_vsearch_installed()) {     d_vs <- asv2otu(data_fungi_mini, method = \"vsearch\")   } } #> Partitioning sequences by 3-mer similarity: #> ================================================================================ #> Time difference of 0.01 secs #>  #> Sorting by relatedness within 23 groups: #>  iteration 1 of up to 10 (100.0% stability)  #>  #> Time difference of 0.01 secs #>  #> Clustering sequences by 8-mer similarity: #> Warning: object 'temp' not found #> ================================================================================ #>  #> Time difference of 0.06 secs #>  #> Clusters via relatedness sorting: 100% (0% exclusively) #> Clusters via rare 3-mers: 100% (0% exclusively) #> Estimated clustering effectiveness: 100% #>  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_flush_right.html","id":null,"dir":"Reference","previous_headings":"","what":"Replace all values with NA upon seeing a bad value — bad_flush_right","title":"Replace all values with NA upon seeing a bad value — bad_flush_right","text":"Helper merge_taxa_vec()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_flush_right.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Replace all values with NA upon seeing a bad value — bad_flush_right","text":"","code":"bad_flush_right(x, bad = \"BAD\", na_bad = FALSE, k = length(x))"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_flush_right.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Replace all values with NA upon seeing a bad value — bad_flush_right","text":"x vector bad string representing bad value na_bad whether NAs also treated bad k index values flushed","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_flush_right.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Replace all values with NA upon seeing a bad value — bad_flush_right","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_or_unique.html","id":null,"dir":"Reference","previous_headings":"","what":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","title":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","text":"Helper merge_taxa_vec()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_or_unique.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","text":"","code":"bad_or_unique(x, bad = \"BAD\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_or_unique.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","text":"x vector bad string representing bad value","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/bad_or_unique.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Reduce a vector x to its unique value or the value of bad — bad_or_unique","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualization of two samples for comparison — biplot_pq","text":"","code":"biplot_pq(   physeq,   fact = NULL,   merge_sample_by = NULL,   rarefy_after_merging = FALSE,   inverse_side = FALSE,   left_name = NULL,   left_name_col = \"#4B3E1E\",   left_fill = \"#4B3E1E\",   left_col = \"#f3f2d9\",   right_name = NULL,   right_name_col = \"#1d2949\",   right_fill = \"#1d2949\",   right_col = \"#1d2949\",   log10trans = TRUE,   nudge_y = c(0.3, 0.3),   geom_label = FALSE,   text_size = 3,   size_names = 5,   y_names = NA,   ylim_modif = c(1, 1),   nb_samples_info = TRUE,   plotly_version = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualization of two samples for comparison — biplot_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (default: NULL) Name factor physeq@sam_data. left NULL use left_name right_name parameter modality. merge_sample_by (default: NULL) NULL samples physeq merged using vector set merge_sample_by. merging used merge_samples2(). case biplot_pq() must factor two levels . rarefy_after_merging Rarefy sample merging modalities merge_sample_by inverse_side Inverse side (put right modality left side). left_name Name fo left sample. left_name_col Color left name left_fill Fill fo left sample. left_col Color fo left sample. right_name Name fo right sample. right_name_col Color right name right_fill Fill fo right sample. right_col Color fo right sample. log10trans (logical) abundancy log10 transformed ? nudge_y parameter control y position abundancy values. vector two values set. first value left side. second value right one. one value set, value used side. geom_label (default: FALSE, logical) TRUE use ggplot2::geom_label() function instead ggplot2::geom_text() indicate numbers sequences. text_size size number sequences size_names size names 2 samples y_names y position names 2 samples. NA (default), computed using maximum abundances values. ylim_modif vector two values. Modificator (multiplication) ylim. one value set, value used limits. nb_samples_info (default: TRUE, logical) TRUE merge_sample_by set, add number samples merged levels. plotly_version TRUE, use plotly::ggplotly() return interactive ggplot. ... arguments ggplot function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualization of two samples for comparison — biplot_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Visualization of two samples for comparison — biplot_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/biplot_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualization of two samples for comparison — biplot_pq","text":"","code":"data_fungi_2Height <- subset_samples(data_fungi_mini, Height %in% c(\"Low\", \"High\")) biplot_pq(data_fungi_2Height, \"Height\", merge_sample_by = \"Height\") #> Cleaning suppress 5 taxa and 0 samples. #> Scale for y is already present. #> Adding another scale for y, which will replace the existing scale. #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_rect()`)."},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blast all sequence of refseq slot of a phyloseq-class\nobject against a custom database. — blast_pq","text":"","code":"blast_pq(   physeq,   fasta_for_db = NULL,   database = NULL,   blastpath = NULL,   id_cut = 90,   bit_score_cut = 50,   min_cover_cut = 50,   e_value_cut = 1e-30,   unique_per_seq = FALSE,   score_filter = TRUE,   nproc = 1,   args_makedb = NULL,   args_blastn = NULL,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blast all sequence of refseq slot of a phyloseq-class\nobject against a custom database. — blast_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fasta_for_db path fasta file make blast database database path blast database blastpath path blast program id_cut (default: 90) cut identity percent keep result bit_score_cut (default: 50) cut bit score keep result higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_cut (default: 50) cut query cover (%) keep result e_value_cut (default: 1e-30)  cut e-value (%) keep result BLAST E-value number expected hits similar quality (score) found just chance. unique_per_seq (logical, default FALSE) TRUE return better match (higher bit score) sequence score_filter (logical, default TRUE) results filter score? FALSE, id_cut,bit_score_cut, e_value_cut min_cover_cut ignored nproc (default: 1) Set number cpus/processors use blast (args -num_threads blastn command) args_makedb Additional parameters parse makeblastdb command args_blastn Additional parameters parse blastn command keep_temporary_files (logical, default: FALSE) keep temporary files db.fasta (refseq transformed database) dbase list files (output blastn) blast_result.txt summary result blastn using -outfmt \"6 qseqid qlen sseqid slen length pident evalue bitscore qcovs\"","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Blast all sequence of refseq slot of a phyloseq-class\nobject against a custom database. — blast_pq","text":"blast table","code":""},{"path":[]},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_derep.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blast some sequence against sequences from of a derep-class\nobject. — blast_to_derep","text":"","code":"blast_to_derep(   derep,   seq2search,   blastpath = NULL,   id_cut = 90,   bit_score_cut = 50,   min_cover_cut = 50,   e_value_cut = 1e-30,   unique_per_seq = FALSE,   score_filter = FALSE,   list_no_output_query = FALSE,   min_length_seq = 200,   args_makedb = NULL,   args_blastn = NULL,   nproc = 1,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_derep.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blast some sequence against sequences from of a derep-class\nobject. — blast_to_derep","text":"derep result dada2::derepFastq(). list derep-class object. seq2search (required) path fasta file defining sequences want blast ASV sequences physeq object. blastpath path blast program id_cut (default: 90) cut identity percent keep result bit_score_cut (default: 50) cut bit score keep result higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_cut (default: 50) cut query cover (%) keep result e_value_cut (default: 1e-30)  cut e-value (%) keep result BLAST E-value number expected hits similar quality (score) found just chance. unique_per_seq (logical, default FALSE) TRUE return better match (higher bit score) sequence score_filter (logical, default TRUE) results filter score? FALSE, id_cut,bit_score_cut, e_value_cut min_cover_cut ignored list_no_output_query (logical) result table include query sequences blastn find correspondence? min_length_seq (default: 200) Removed sequences less min_length_seq derep blast. Set 0 discard filtering sequences length. args_makedb Additional parameters parse makeblastdb command args_blastn Additional parameters parse blastn command nproc (default: 1) Set number cpus/processors use blast (args -num_threads blastn command) keep_temporary_files (logical, default: FALSE) keep temporary files : db.fasta (refseq transformed database) dbase list files (output blastn) blast_result.txt summary result blastn using -outfmt \"6 qseqid qlen sseqid slen length pident evalue bitscore qcovs\"","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_derep.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Blast some sequence against sequences from of a derep-class\nobject. — blast_to_derep","text":"blast table","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_derep.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Blast some sequence against sequences from of a derep-class\nobject. — blast_to_derep","text":"Adrien Taudière","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_phyloseq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Blast some sequence against refseq slot of a phyloseq-class\nobject. — blast_to_phyloseq","text":"","code":"blast_to_phyloseq(   physeq,   seq2search,   blastpath = NULL,   id_cut = 90,   bit_score_cut = 50,   min_cover_cut = 50,   e_value_cut = 1e-30,   unique_per_seq = FALSE,   score_filter = TRUE,   list_no_output_query = FALSE,   args_makedb = NULL,   args_blastn = NULL,   nproc = 1,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_phyloseq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Blast some sequence against refseq slot of a phyloseq-class\nobject. — blast_to_phyloseq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. seq2search (required) path fasta file defining sequences want blast ASV sequences physeq object. blastpath path blast program id_cut (default: 90) cut identity percent keep result bit_score_cut (default: 50) cut bit score keep result higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_cut (default: 50) cut query cover (%) keep result e_value_cut (default: 1e-30)  cut e-value (%) keep result BLAST E-value number expected hits similar quality (score) found just chance. unique_per_seq (logical, default FALSE) TRUE return better match (higher bit score) sequence score_filter (logical, default TRUE) results filter score? FALSE, id_cut,bit_score_cut, e_value_cut min_cover_cut ignored list_no_output_query (logical) result table include query sequences blastn find correspondence? args_makedb Additional parameters parse makeblastdb command args_blastn Additional parameters parse blastn command nproc (default: 1) Set number cpus/processors use blast (args -num_threads blastn command) keep_temporary_files (logical, default: FALSE) keep temporary files db.fasta (refseq transformed database) dbase list files (output blastn) blast_result.txt summary result blastn using -outfmt \"6 qseqid qlen sseqid slen length pident evalue bitscore qcovs\"","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_phyloseq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Blast some sequence against refseq slot of a phyloseq-class\nobject. — blast_to_phyloseq","text":"blast table","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/blast_to_phyloseq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Blast some sequence against refseq slot of a phyloseq-class\nobject. — blast_to_phyloseq","text":"","code":"if (FALSE) {  blastpath <- \"...YOUR_PATH_TO_BLAST...\" blast_to_phyloseq(data_fungi,   seq2search = system.file(\"extdata\", \"ex.fasta\",     package = \"MiscMetabar\", mustWork = TRUE   ),   blastpath = blastpath ) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"function build tree phylogenetic tree nb_bootstrap set, build also 3 corresponding bootstrapped tree. Default parameters based doi:10.12688/f1000research.8986.2  phangorn vignette Estimating phylogenetic trees phangorn. understand data, especially markers, using function. Note phylogenetic reconstruction markers used metabarcoding robust. must verify robustness phylogenetic tree using taxonomic classification (see vignette Tree visualization) bootstrap multi-tree visualization","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"","code":"build_phytree_pq(   physeq,   nb_bootstrap = 0,   model = \"GTR\",   optInv = TRUE,   optGamma = TRUE,   rearrangement = \"NNI\",   control = phangorn::pml.control(trace = 0),   optNni = TRUE,   multicore = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. nb_bootstrap (default 0): positive number set, function also build 3 bootstrapped trees using nb_bootstrap bootstrap samples model allows choose amino acid models nucleotide model, see phangorn::optim.pml() details optInv Logical value indicating whether topology gets optimized (NNI). See phangorn::optim.pml() details optGamma Logical value indicating whether gamma rate parameter gets optimized. See phangorn::optim.pml() details rearrangement type tree tree rearrangements perform, one \"NNI\", \"stochastic\" \"ratchet\" see phangorn::optim.pml() details control list parameters controlling fitting process. see phangorn::optim.pml() details optNni Logical value indicating whether topology gets optimized (NNI). see phangorn::optim.pml() details multicore (logical) whether models estimated parallel. see phangorn::bootstrap.pml() details ... params passed phangorn::optim.pml() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"list phylogenetic tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"function mainly wrapper work others. Please make reference phangorn package use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/build_phytree_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Build phylogenetic trees from refseq slot of a phyloseq object — build_phytree_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"phangorn\")) {   df <- subset_taxa_pq(data_fungi_mini, taxa_sums(data_fungi_mini) > 9000)   df_tree <- build_phytree_pq(df, nb_bootstrap = 2)   plot(df_tree$UPGMA)   phangorn::plotBS(df_tree$UPGMA, df_tree$UPGMA_bs, main = \"UPGMA\")   plot(df_tree$NJ, \"unrooted\")   plot(df_tree$ML)    phangorn::plotBS(df_tree$ML$tree, df_tree$ML_bs, p = 20, frame = \"circle\")   phangorn::plotBS(     df_tree$ML$tree,     df_tree$ML_bs,     p = 20,     frame = \"circle\",     method = \"TBE\"   )   plot(phangorn::consensusNet(df_tree$ML_bs))   plot(phangorn::consensusNet(df_tree$NJ_bs))   ps_tree <- merge_phyloseq(df, df_tree$ML$tree) } #> Cleaning suppress 0 taxa (  ) and 6 sample(s) ( AD26-005-H_S10_MERGED.fastq.gz / CB8-019-H_S70_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / N23-002-B_S130_MERGED.fastq.gz / NVABM0244-M_S137_MERGED.fastq.gz / T28-ABM602-B_S162_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 23 #> Number of kept ASV 22 #> Number of kept samples 131 #> Determining distance matrix based on shared 8-mers: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Clustering into groups by similarity: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Aligning Sequences: #> ================================================================================ #>  #> Time difference of 0.15 secs #>  #> Iteration 1 of 2: #>  #> Determining distance matrix based on alignment: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Reclustering into groups by similarity: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Realigning Sequences: #> ================================================================================ #>  #> Time difference of 0.1 secs #>  #> Iteration 2 of 2: #>  #> Determining distance matrix based on alignment: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Reclustering into groups by similarity: #> ================================================================================ #>  #> Time difference of 0 secs #>  #> Realigning Sequences: #> ================================================================================ #>  #> Time difference of 0.01 secs #>  #> Refining the alignment: #> ================================================================================ #>  #> Time difference of 0.03 secs #>  #> optimize edge weights:  -4132.06 --> -4035.642  #> optimize edge weights:  -4035.642 --> -4035.642  #> optimize topology:  -4035.642 --> -4031.592  NNI moves:  2  #> optimize edge weights:  -4031.592 --> -4031.59  #> optimize topology:  -4031.59 --> -4030.602  NNI moves:  2  #> optimize edge weights:  -4030.602 --> -4030.602  #> optimize topology:  -4030.602 --> -4030.602  NNI moves:  0  #> optimize edge weights:  -4030.602 --> -4030.602  #> optimize edge weights:  -4087.768 --> -3971.925  #> optimize edge weights:  -3971.925 --> -3971.925  #> optimize topology:  -3971.925 --> -3971.912  NNI moves:  1  #> optimize edge weights:  -3971.912 --> -3971.912  #> optimize topology:  -3971.912 --> -3971.912  NNI moves:  0         #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"","code":"chimera_detection_vs(   seq2search,   nb_seq,   vsearchpath = \"vsearch\",   abskew = 2,   min_seq_length = 100,   vsearch_args = \"--fasta_width 0\",   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"seq2search (required) list DNA sequences coercible function Biostrings::DNAStringSet() nb_seq (required) numeric vector giving number sequences DNA sequences vsearchpath (default: vsearch) path vsearch abskew (int, default 2) abundance skew used distinguish three way alignment sequence chimera parents. assumption chimeras appear later PCR amplification process therefore less abundant parents. default value 2.0, means parents least 2 times abundant chimera. positive value equal greater 1.0 can used. min_seq_length (int, default 100)) Minimum length sequences part analysis vsearch_args (default \"--fasta_width 0\") list args vsearch command keep_temporary_files (logical, default: FALSE) keep temporary files ? non_chimeras.fasta chimeras.fasta borderline.fasta","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"list 3 including non-chimera taxa ($non_chimera), chimera taxa ($chimera) bordeline taxa ($borderline)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"function mainly wrapper work others. Please make vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_detection_vs.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Detect for chimera taxa using vsearch — chimera_detection_vs","text":"","code":"# \\donttest{ chimera_detection_vs(   seq2search = data_fungi@refseq,   nb_seq = taxa_sums(data_fungi) ) #> Filtering for sequences under 100 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> $non_chimera #> AAStringSet object of length 1051: #>        width seq                                            names                #>    [1]   312 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV1;size=92884 #>    [2]   301 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV2;size=53538 #>    [3]   349 AAATGCGATAAGTAATGTGAAT...TGGGACTACCCGCTGAACTTA ASV3;size=47410 #>    [4]   357 AAATGCGATAAGTAATGTGAAT...TGGGACTACCCGCTGAACTTA ASV4;size=46857 #>    [5]   300 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV5;size=41082 #>    ...   ... ... #> [1047]   260 AAACGCGAAAAGTGTTATGATG...AAGATCACCCGCTGAACTTAA ASV1420;size=2 #> [1048]   365 AAATGCGATAAGTAATGTGAAT...TAGGACTACCCGCTGAACTTA ASV602;size=2 #> [1049]   344 AAATGCGATAAGTAATGTGAAT...TAGGAATACGCGCTGAACTTA ASV1142;size=1 #> [1050]   290 GAAATGCGATAAGTAATGTGAA...TAGGGATACCCGCTGAACTTA ASV246;size=1 #> [1051]   318 GAAATGCGATACGTAATGTGAA...AGGGATACCCGCTGAACTTAA ASV412;size=1 #>  #> $chimera #> AAStringSet object of length 242: #>       width seq                                             names                #>   [1]   341 GAAATGCGATAAGTAATGTGAA...GTAGGATTACCCGCTGAACTTA ASV136;size=2743 #>   [2]   307 AAATGCGATAAGTAATGTGAAT...GTAGGGATACCCGCTGAACTTA ASV163;size=2028 #>   [3]   339 AAATGCGATAAGTAATGTGAAT...GTAGGATTACCCGCTGAACTTA ASV206;size=1471 #>   [4]   312 AAATGCGATAAGTAATGTGAAT...GTAGGAATACCCGCTGAACTTA ASV286;size=875 #>   [5]   306 AAATGCGAAAAGTAGTGTGAAT...GTAGGGATACCCGCTGAACTTA ASV294;size=832 #>   ...   ... ... #> [238]   303 GAAATGCGATACTTGGTGTGAA...GTGGGACTACCCGCTGAACTTA ASV1390;size=29 #> [239]   293 GAACTACGATAAGTAATGTGAA...TAGGGATACCCGCTGAACTTAA ASV1395;size=25 #> [240]   301 AAATGCGAAAAGTAGTGTGAAT...TAGGGATACCCGCTGAACTTAA ASV1407;size=18 #> [241]   382 AAATGCGATAAATAATATGAAT...GCAAGATTACCCGCTGAACTTA ASV1411;size=12 #> [242]   287 GAAATGCGATAAGTAATGTGAA...TAGGGCTACCCGCTGAACTTAA ASV789;size=2 #>  #> $borderline #> AAStringSet object of length 127: #>       width seq                                             names                #>   [1]   344 AAATGCGATAAGTAATGTGAAT...GTAGGACTACCCGCTGAACTTA ASV74;size=5699 #>   [2]   298 AAATGCGATAAGTAATGTGAAT...GTAGGGATACCCGCTGAACTTA ASV123;size=3164 #>   [3]   300 AAATGCGATAAGTAATGTGAAT...GTAGGGATACCCGCTGAACTTA ASV139;size=2712 #>   [4]   304 AAATGCGATAAGTAATGTGAAT...GTAGGACTACCCGCTGAACTTA ASV141;size=2611 #>   [5]   295 AAATGCGATAAGTAATGTGAAT...GTAGGGATACCCGCTGAACTTA ASV153;size=2294 #>   ...   ... ... #> [123]   330 AAACGCGATAGGTAATGTGAAT...GTAGGACTACCCGCTGAACTTA ASV1292;size=62 #> [124]   332 AAATGCGATAAGTAATGTGAAT...GTAGGAATACCCGCTGAACTTA ASV1353;size=48 #> [125]   300 GAAATGCGATAAGTAATGCGAA...GTAGGGATACCCGCTGAACTTA ASV1384;size=31 #> [126]   302 GAAATGCGATACGTAATGTGAA...TAGGAATACCCGCTGAACTTAA ASV1388;size=29 #> [127]   316 GAAATGCGATAAATAATATGAA...ACAAGATTACCCGCTGAACTTA ASV1399;size=22 #>  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"","code":"chimera_removal_vs(object, type = \"Discard_only_chim\", clean_pq = FALSE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"object (required) phyloseq-class object one dada, derep, data.frame list coercible sequences table using function dada2::makeSequenceTable() type (default \"Discard_only_chim\"). type define type filtering. \"Discard_only_chim\" discard taxa classify chimera vsearch \"Select_only_non_chim\" select taxa classify non-chimera vsearch(filtering taxa based sequence length parameter min_seq_length chimera_detection_vs() function) \"Select_only_chim\" select taxa classify chimera vsearch (filtering taxa based sequence length parameter min_seq_length chimera_detection_vs() function) clean_pq (logical; default FALSE) TRUE, return phyloseq object cleaning using default parameter clean_pq() function. ... Others arguments passed chimera_detection_vs() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"/ sequences tables object class dada, derep, data.frame list. II/ phyloseq object without (type = 'Select_only_chim') chimeric taxa","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"function mainly wrapper work others. Please make vsearch.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/chimera_removal_vs.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Search for a list of sequence in an object to remove chimera taxa\nusing vsearch — chimera_removal_vs","text":"","code":"# \\donttest{ data_fungi_nochim <- chimera_removal_vs(data_fungi) #> Filtering for sequences under 100 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 242 #> Number of kept ASV 1178 #> Number of kept samples 185 data_fungi_nochim_16 <- chimera_removal_vs(data_fungi,   abskew = 16,   min_seq_length = 10 ) #> Filtering for sequences under 10 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 161 #> Number of kept ASV 1259 #> Number of kept samples 185 data_fungi_nochim2 <-   chimera_removal_vs(data_fungi, type = \"Select_only_non_chim\") #> Filtering for sequences under 100 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 369 #> Number of kept ASV 1051 #> Number of kept samples 185 data_fungi_chimera <-   chimera_removal_vs(data_fungi, type = \"Select_only_chim\") #> Filtering for sequences under 100 bp remove a total of 0 ( 0 %) unique sequences for a total of 0 sequences removed ( 0 %) #> Cleaning suppress 0 taxa (  ) and 14 sample(s) ( BA16-036bis_S20_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / CB8-019-B_S69_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / H10-018-M_S110_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / N23-002-M_S132_MERGED.fastq.gz / O21-007-H_S143_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / O24-003-H_S146_MERGED.fastq.gz / X24-009-H_S171_MERGED.fastq.gz / Y28-002-B_S178_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1178 #> Number of kept ASV 242 #> Number of kept samples 171 # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"","code":"circle_pq(   physeq = NULL,   fact = NULL,   taxa = \"Order\",   nproc = 1,   add_nb_seq = TRUE,   rarefy = FALSE,   min_prop_tax = 0.01,   min_prop_mod = 0.1,   gap_degree = NULL,   start_degree = NULL,   row_col = NULL,   grid_col = NULL,   log10trans = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor cluster samples modalities. Need physeq@sam_data. taxa (default: 'Order') Name taxonomic rank interest nproc (default 1) Set number cpus/processors use parallelization add_nb_seq (default: TRUE) Represent number sequences number OTUs (add_nb_seq = FALSE) rarefy (logical) samples modalities need rarefy order compare amount sequences? min_prop_tax (default: 0.01) minimum proportion taxon plotted min_prop_mod (default: 0.1) minimum proportion modalities plotted gap_degree Gap two neighbour sectors. can single value vector. vector, first value corresponds gap first sector. start_degree starting degree circle begins draw. Note degree measured standard polar coordinate means always reverse-clockwise. row_col Color vector row grid_col Grid colors correspond sectors. length vector either 1 number sectors. preferred grid_col named vector names correspond sectors. named vector, order grid_col corresponds order sectors. log10trans (logical) sequence log10 transformed (precisely log10(1+x))? ... Additional arguments passed chordDiagram circos.par","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"chordDiagram plot representing distribution OTUs sequences different modalities factor fact","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/circle_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot OTU circle for phyloseq-class object — circle_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"pbapply\")) {   data(\"GlobalPatterns\", package = \"phyloseq\")   GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\")   circle_pq(GP, \"SampleType\")   circle_pq(GP, \"SampleType\", add_nb_seq = FALSE)   circle_pq(GP, \"SampleType\", taxa = \"Class\") } #> Loading required namespace: pbapply #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Only 4 modalities are plot (44.44%). Use 'min_prop_mod' to plot more samples. #> Only 5 taxa are plot (45.45%). Use 'min_prop_tax' to plot more taxa #> Only 4 modalities are plot (44.44%). Use 'min_prop_mod' to plot more samples. #> Only 9 taxa are plot (81.82%). Use 'min_prop_tax' to plot more taxa  #> Only 4 modalities are plot (44.44%). Use 'min_prop_mod' to plot more samples. #> Only 4 taxa are plot (44.44%). Use 'min_prop_tax' to plot more taxa   # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/clean_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Clean phyloseq object by removing empty samples and taxa — clean_pq","title":"Clean phyloseq object by removing empty samples and taxa — clean_pq","text":"addition, function check discrepancy (rename) () taxa names refseq, taxonomy table otu_table (ii) sample names sam_data otu_table.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/clean_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Clean phyloseq object by removing empty samples and taxa — clean_pq","text":"","code":"clean_pq(   physeq,   remove_empty_samples = TRUE,   remove_empty_taxa = TRUE,   clean_samples_names = TRUE,   silent = FALSE,   verbose = FALSE,   force_taxa_as_columns = FALSE,   force_taxa_as_rows = FALSE,   reorder_asv = FALSE,   rename_asv = FALSE,   simplify_taxo = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/clean_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Clean phyloseq object by removing empty samples and taxa — clean_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. remove_empty_samples (logical) want remove samples without sequences (done removing empty taxa) remove_empty_taxa (logical) want remove taxa without sequences (done removing empty samples) clean_samples_names (logical) want clean samples names? silent (logical) true, message printing. verbose (logical) Additional informations message verbose parameter overwrite silent parameter. force_taxa_as_columns (logical) true, taxa rows transpose otu_table set taxa_are_rows false force_taxa_as_rows (logical) true, taxa columns transpose otu_table set taxa_are_rows true reorder_asv (logical) TRUE otu_table ordered number sequences ASV (descending order). Default FALSE. rename_asv (logical) TRUE, ASV renamed position OTU_table (asv_1, asv_2, ...). Default FALSE. rename ASV true, ASV names verbose information can misleading. simplify_taxo (logical) TRUE, correct taxonomy_table using MiscMetabar::simplify_taxo() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/clean_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Clean phyloseq object by removing empty samples and taxa — clean_pq","text":"new phyloseq-class object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"#'   moment refseq slot need Null.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"","code":"compare_pairs_pq(   physeq = NULL,   bifactor = NULL,   modality = NULL,   merge_sample_by = NULL,   nb_min_seq = 0,   veg_index = \"shannon\",   na_remove = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. bifactor (required) factor (present sam_data slot physeq object) presenting pair names modality name column sam_data slot physeq object split samples pairs merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data nb_min_seq minimum number sequences per sample count ASV/OTU veg_index (default: \"shannon\") index vegan::diversity function na_remove (logical, default TRUE) set TRUE, remove samples NA variables set bifactor, modality merge_sample_by. NA variables well managed even na_remove = FALSE, na_remove may useless.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"tibble information number shared ASV, shared number sequences diversity","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/compare_pairs_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compare samples in pairs using diversity and number of ASV including\nshared ASV. — compare_pairs_pq","text":"","code":"data_fungi_low_high <- subset_samples(data_fungi, Height %in% c(\"Low\", \"High\")) compare_pairs_pq(data_fungi_low_high, bifactor = \"Height\", merge_sample_by = \"Height\") #> Cleaning suppress 256 taxa and 0 samples. #> # A tibble: 1 × 13 #>   modality nb_ASV_High nb_ASV_Low nb_shared_ASV div_High div_Low nb_shared_seq #>   <chr>          <dbl>      <dbl>         <dbl>    <dbl>   <dbl>         <dbl> #> 1 Height           919        963           718     4.53    4.46        671081 #> # ℹ 6 more variables: percent_shared_seq_High <dbl>, #> #   percent_shared_seq_Low <dbl>, percent_shared_ASV_High <dbl>, #> #   percent_shared_ASV_Low <dbl>, ratio_nb_High_Low <dbl>, #> #   ratio_div_High_Low <dbl> compare_pairs_pq(data_fungi_low_high,   bifactor = \"Height\",   merge_sample_by = \"Height\", modality = \"Time\" ) #> 11 samples were discarded due to NA in variable modality. #> Cleaning suppress 293 taxa and 0 samples. #> # A tibble: 4 × 13 #>   modality nb_ASV_High nb_ASV_Low nb_shared_ASV div_High div_Low nb_shared_seq #>   <chr>          <dbl>      <dbl>         <dbl>    <dbl>   <dbl>         <dbl> #> 1 0                324        383           188     3.44    3.11         92766 #> 2 5                488        444           224     3.86    3.73        138450 #> 3 10               239        359           138     2.85    3.35         67475 #> 4 15               365        490           217     3.03    3.46        195794 #> # ℹ 6 more variables: percent_shared_seq_High <dbl>, #> #   percent_shared_seq_Low <dbl>, percent_shared_ASV_High <dbl>, #> #   percent_shared_ASV_Low <dbl>, ratio_nb_High_Low <dbl>, #> #   ratio_div_High_Low <dbl>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":null,"dir":"Reference","previous_headings":"","what":"Count sequences in fasta or fastq file — count_seq","title":"Count sequences in fasta or fastq file — count_seq","text":"Use grep count number line one '+' (fastq, fastq.gz) lines starting '>' (fasta) count sequences.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Count sequences in fasta or fastq file — count_seq","text":"","code":"count_seq(file_path = NULL, folder_path = NULL, pattern = NULL)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Count sequences in fasta or fastq file — count_seq","text":"file_path path  fasta, fastq fastq.gz file folder_path path folder fasta, fastq fastq.gz files pattern pattern filter files folder. E.g. R2","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Count sequences in fasta or fastq file — count_seq","text":"number sequences","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Count sequences in fasta or fastq file — count_seq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/count_seq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Count sequences in fasta or fastq file — count_seq","text":"","code":"count_seq(file_path = system.file(   \"extdata\",   \"ex.fasta\",   package = \"MiscMetabar\",   mustWork = TRUE )) #> [1] 3 count_seq(   folder_path = system.file(\"extdata\", package = \"MiscMetabar\"),   pattern = \"*.fasta\" ) #> [1] 100   3   2"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":null,"dir":"Reference","previous_headings":"","what":"Remove primers using cutadapt — cutadapt_remove_primers","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"need install Cutadapt","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"","code":"cutadapt_remove_primers(   path_to_fastq,   primer_fw = NULL,   primer_rev = NULL,   folder_output = \"wo_primers\",   nproc = 1,   pattern = \"fastq.gz\",   pattern_R1 = \"_R1\",   pattern_R2 = \"_R2\",   nb_files = Inf,   cmd_is_run = TRUE,   args_before_cutadapt =     \"source ~/miniconda3/etc/profile.d/conda.sh && conda activate cutadaptenv && \" )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"path_to_fastq (Required) path folder fastq files. See list_fastq_files() help. primer_fw (Required, String) forward primer DNA sequence. primer_rev (String)  reverse primer DNA sequence. folder_output path folder output files nproc (default 1) Set number cpus/processors use clustering pattern pattern filter files (passed list.files function). pattern_R1 pattern filter R1 files (default \"R1\") pattern_R2 pattern filter R2 files (default \"R2\") nb_files number fastq files list (default FALSE) cmd_is_run (logical, default TRUE) cutadapt command run. set FALSE, effect function return list command manually run terminal. args_before_cutadapt (String) one line bash command run run cutadapt. examples, \"source ~/miniconda3/etc/profile.d/conda.sh && conda activate cutadaptenv &&\" allow bypass conda init asks restart shell","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"list command ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"function mainly wrapper work others. Please cite cutadapt (doi:10.14806/ej.17.1.200 ).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/cutadapt_remove_primers.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Remove primers using cutadapt — cutadapt_remove_primers","text":"","code":"if (FALSE) { cutadapt_remove_primers(\"inst/extdata\", \"TTC\", \"GAA\",   folder_output = tempdir() )   cutadapt_remove_primers(   system.file(\"extdata\",     package = \"dada2\"   ),   pattern_R1 = \"F.fastq.gz\",   pattern_R2 = \"R.fastq.gz\",   primer_fw = \"TTC\",   primer_rev = \"GAA\",   folder_output = tempdir() )  cutadapt_remove_primers(   system.file(\"extdata\",     package = \"dada2\"   ),   pattern_R1 = \"F.fastq.gz\",   primer_fw = \"TTC\",   folder_output = tempdir(),   cmd_is_run = FALSE )   unlink(tempdir(), recursive = TRUE) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi.html","id":null,"dir":"Reference","previous_headings":"","what":"Fungal OTU in phyloseq format — data_fungi","title":"Fungal OTU in phyloseq format — data_fungi","text":"Fungal OTU phyloseq format","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fungal OTU in phyloseq format — data_fungi","text":"","code":"data(data_fungi)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Fungal OTU in phyloseq format — data_fungi","text":"physeq object containing 1420 taxa references sequences described 14 taxonomic ranks 185 samples described 7 sample variables: X: name fastq-file Sample_names: names ... samples Treename: name tree Sample_id: identifier sample Height: height sample tree Diameter: diameter trunk Time: time since dead tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_mini.html","id":null,"dir":"Reference","previous_headings":"","what":"Fungal OTU in phyloseq format — data_fungi_mini","title":"Fungal OTU in phyloseq format — data_fungi_mini","text":"subset data_fungi dataset including Basidiomycota 5000 sequences.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_mini.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fungal OTU in phyloseq format — data_fungi_mini","text":"","code":"data(data_fungi_mini)  data(data_fungi_mini)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_mini.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Fungal OTU in phyloseq format — data_fungi_mini","text":"physeq object containing 45 taxa references sequences described 14 taxonomic ranks 137 samples described 7 sample variables: X: name fastq-file Sample_names: names ... samples Treename: name tree Sample_id: identifier sample Height: height sample tree Diameter: diameter trunk Time: time since dead tree physeq object containing 45 taxa references sequences described 14 taxonomic ranks 137 samples described 7 sample variables: X: name fastq-file Sample_names: names ... samples Treename: name tree Sample_id: identifier sample Height: height sample tree Diameter: diameter trunk Time: time since dead tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_mini.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Fungal OTU in phyloseq format — data_fungi_mini","text":"Obtain using data_fungi_mini <- subset_taxa(data_fungi, Phylum == \"Basidiomycota\") data_fungi_mini <-   subset_taxa_pq(data_fungi_mini, colSums(data_fungi_mini@otu_table) > 5000)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_sp_known.html","id":null,"dir":"Reference","previous_headings":"","what":"Fungal OTU in phyloseq format — data_fungi_sp_known","title":"Fungal OTU in phyloseq format — data_fungi_sp_known","text":"subset data_fungi dataset including taxa information species level","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_sp_known.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fungal OTU in phyloseq format — data_fungi_sp_known","text":"","code":"data(data_fungi_sp_known)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_sp_known.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Fungal OTU in phyloseq format — data_fungi_sp_known","text":"physeq object containing 651 taxa references sequences described 14 taxonomic ranks 185 samples described 7 sample variables: X: name fastq-file Sample_names: names ... samples Treename: name tree Sample_id: identifier sample Height: height sample tree Diameter: diameter trunk Time: time since dead tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/data_fungi_sp_known.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Fungal OTU in phyloseq format — data_fungi_sp_known","text":"Obtain using data_fungi_sp_known <- subset_taxa(data_fungi, !.na(data_fungi@tax_table[,\"Species\"]))","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":null,"dir":"Reference","previous_headings":"","what":"Compute different functions for different class of vector. — diff_fct_diff_class","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"Mainly internal function useful \"sapply(..., tapply)\" methods","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"","code":"diff_fct_diff_class(   x,   numeric_fonction = mean,   logical_method = \"TRUE_if_one\",   character_method = \"unique_or_na\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"x : vector numeric_fonction : function numeric vector. ex. sum mean logical_method : method logical vector. One : TRUE_if_one (default) NA_if_not_all_TRUE FALSE_if_not_all_TRUE character_method : method character vector (factor). One : unique_or_na (default) more_frequent more_frequent_without_equality ... arguments passed numeric function (ex. na.rm=TRUE)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"single value","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/diff_fct_diff_class.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compute different functions for different class of vector. — diff_fct_diff_class","text":"","code":"diff_fct_diff_class(   data_fungi@sam_data$Sample_id,   numeric_fonction = sum,   na.rm = TRUE ) #> [1] 17852 diff_fct_diff_class(   data_fungi@sam_data$Time,   numeric_fonction = mean,   na.rm = TRUE ) #> [1] 5.802469 diff_fct_diff_class(   data_fungi@sam_data$Height == \"Low\",   logical_method = \"TRUE_if_one\" ) #> [1] TRUE diff_fct_diff_class(   data_fungi@sam_data$Height == \"Low\",   logical_method = \"NA_if_not_all_TRUE\" ) #> [1] NA diff_fct_diff_class(   data_fungi@sam_data$Height == \"Low\",   logical_method = \"FALSE_if_not_all_TRUE\" ) #> [1] FALSE diff_fct_diff_class(   data_fungi@sam_data$Height,   character_method = \"unique_or_na\" ) #> [1] NA diff_fct_diff_class(   c(\"IE\", \"IE\"),   character_method = \"unique_or_na\" ) #> [1] \"IE\" diff_fct_diff_class(   c(\"IE\", \"IE\", \"TE\", \"TE\"),   character_method = \"more_frequent\" ) #> [1] \"IE\" diff_fct_diff_class(   c(\"IE\", \"IE\", \"TE\", \"TE\"),   character_method = \"more_frequent_without_equality\" ) #> [1] NA"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"","code":"dist_bycol(x, y, method = \"bray\", nperm = 99, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"x (required) first matrix. y (required) second matrix. method (default: 'bray') method use internally vegdist function. nperm (int) number permutations perform. ... Others argument vegan::vegdist function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"list length two : () vector observed distance ($obs) (ii) matrix distance randomization ($null)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"note","dir":"Reference","previous_headings":"","what":"Note","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"first column first matrix compare first column second matrix, second column first matrix compare second column second matrix .","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_bycol.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Compute paired distances among matrix (e.g. otu_table) — dist_bycol","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":null,"dir":"Reference","previous_headings":"","what":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"Compute distance among positive controls, .e. samples duplicated test variation, example () step sampling, (ii) step extraction, (iii) step sequencing.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"","code":"dist_pos_control(physeq, samples_names, method = \"bray\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"physeq (required): phyloseq-class object obtained using phyloseq package. samples_names (required) vector names samples positives controls samples name method (default: \"bray\") method calculate distance, parsed vegan::vegdist(). See ?vegdist list possible values.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"list two data-frames () distance among positive controls (ii) distance among samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/dist_pos_control.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Calculate ecological distance among positive controls vs\ndistance for all samples — dist_pos_control","text":"","code":"data(\"enterotype\") sam_name_factice <- gsub(\"TS1_V2\", \"TS10_V2\", sample_names(enterotype)) res_dist_cont <- dist_pos_control(enterotype, sam_name_factice) hist(unlist(res_dist_cont$distAllSamples)) abline(   v = mean(unlist(res_dist_cont$dist_controlontrolSamples), na.rm = TRUE),   col = \"red\", lwd = 3 )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Distribution of sequences across a factor for one taxon — distri_1_taxa","text":"","code":"distri_1_taxa(physeq, fact, taxa_name, digits = 2)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Distribution of sequences across a factor for one taxon — distri_1_taxa","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines taxa_name (required): name taxa digits (default = 2) integer indicating number decimal places used (see ?round information)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Distribution of sequences across a factor for one taxon — distri_1_taxa","text":"dataframe levels rows information column : number sequences taxa (nb_seq) number samples taxa (nb_samp) mean (mean_nb_seq) standard deviation (sd_nb_seq) nb_seq mean (mean_nb_seq_when_present) nb_seq excluding samples zero total number samples (nb_total_samp) proportion samples taxa","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Distribution of sequences across a factor for one taxon — distri_1_taxa","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/distri_1_taxa.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Distribution of sequences across a factor for one taxon — distri_1_taxa","text":"","code":"distri_1_taxa(data_fungi, \"Height\", \"ASV2\") #> Taxa are now in rows. #>        nb_seq nb_samp mean_nb_seq sd_nb_seq mean_nb_seq_when_present #> High    26876      28      655.51   2623.30                   959.86 #> Low     60925      29     1353.89   5075.12                  2100.86 #> Middle   4444      33       98.76    453.06                   134.67 #>        nb_total_samp prop_samp #> High              41      0.68 #> Low               45      0.64 #> Middle            45      0.73 distri_1_taxa(data_fungi, \"Time\", \"ASV81\", digits = 1) #> Taxa are now in rows. #>    nb_seq nb_samp mean_nb_seq sd_nb_seq mean_nb_seq_when_present nb_total_samp #> 0    7387       5       110.3     896.8                   1477.4            67 #> 5      24       5         0.6       1.9                      4.8            38 #> 10     10       3         0.5       1.4                      3.3            21 #> 15      0       0         0.0       0.0                      NaN            36 #>    prop_samp #> 0        0.1 #> 5        0.1 #> 10       0.1 #> 15       0.0"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":null,"dir":"Reference","previous_headings":"","what":"Translates a factor into colors. — fac2col","title":"Translates a factor into colors. — fac2col","text":"Translates factor colors.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Translates a factor into colors. — fac2col","text":"","code":"fac2col(x, col.pal = funky_color, na.col = \"grey\", seed = NULL)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Translates a factor into colors. — fac2col","text":"x numeric vector (num2col) vector converted factor (fac2col). col.pal (default funky_color)    function generating colors according given palette. na.col (default grey) color used missing values (NAs) seed (default NULL) seed R's random number generated, used fix random permutation colors palette used; NULL, randomization used colors taken palette according ordering levels","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Translates a factor into colors. — fac2col","text":"color vector","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/fac2col.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Translates a factor into colors. — fac2col","text":"Thibaut Jombart adegenet package","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_asv_blast.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Filter undesirable taxa using blast against a custom database. — filter_asv_blast","text":"","code":"filter_asv_blast(   physeq,   fasta_for_db = NULL,   database = NULL,   clean_pq = TRUE,   add_info_to_taxtable = TRUE,   id_filter = 90,   bit_score_filter = 50,   min_cover_filter = 50,   e_value_filter = 1e-30,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_asv_blast.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Filter undesirable taxa using blast against a custom database. — filter_asv_blast","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fasta_for_db path fasta file make blast database database path blast database clean_pq (logical) set TRUE, empty samples empty ASV discarded filtering. add_info_to_taxtable (logical, default TRUE) blast information added taxtable ? id_filter (default: 90) cut identity percent keep result bit_score_filter (default: 50) cut bit score keep result higher bit-score, better sequence similarity. bit-score requires size sequence database current match found just chance. bit-score log2 scaled normalized raw-score. increase one doubles required database size (2bit-score). min_cover_filter (default: 50) cut query cover (%) keep result e_value_filter (default: 1e-30)  cut e-value (%) keep result BLAST E-value number expected hits similar quality (score) found just chance. ... Others options blast_pq() function. See ?blast_pq. Note params unique_per_seq must lft TRUE score_filter must left FALSE.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_asv_blast.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Filter undesirable taxa using blast against a custom database. — filter_asv_blast","text":"new phyloseq-class object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":null,"dir":"Reference","previous_headings":"","what":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"function filter trim (parameters passed dada2::filterAndTrim() function) forward sequences paired end sequence 'rev' parameter set. return list files subsequent analysis targets pipeline.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"","code":"filter_trim(   fw = NULL,   rev = NULL,   output_fw = paste(getwd(), \"/output/filterAndTrim_fwd\", sep = \"\"),   output_rev = paste(getwd(), \"/output/filterAndTrim_rev\", sep = \"\"),   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"fw (required) list forward fastq files rev list reverse fastq files paired end trimming output_fw Path output folder forward files. default, function create folder \"output/filterAndTrim_fwd\" current working directory. output_rev Path output folder reverse files. default, function create folder \"output/filterAndTrim_fwd\" current working directory. ... parameters passed dada2::filterAndTrim() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"list files. rev set, return list two lists. first list list forward files, second one list reverse files.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/filter_trim.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A wrapper of the function dada2::filterAndTrim() to use in\ntargets pipeline — filter_trim","text":"","code":"testFastqs_fw <- c(   system.file(\"extdata\", \"sam1F.fastq.gz\", package = \"dada2\"),   system.file(\"extdata\", \"sam2F.fastq.gz\", package = \"dada2\") ) testFastqs_rev <- c(   system.file(\"extdata\", \"sam1R.fastq.gz\", package = \"dada2\"),   system.file(\"extdata\", \"sam2R.fastq.gz\", package = \"dada2\") )  filt_fastq_fw <- filter_trim(testFastqs_fw, output_fw = tempdir()) derep_fw <- derepFastq(filt_fastq_fw[1]) derep_fw #> $sam1F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 896 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  896 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  4 155 627 265 5 ... #>  #> $sam2F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 909 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  909 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  890 14 2 246 797 ... #>   filt_fastq_pe <- filter_trim(testFastqs_fw,   testFastqs_rev,   output_fw = tempdir(\"fw\"),   output_rev = tempdir(\"rev\") ) derep_fw_pe <- derepFastq(filt_fastq_pe[[1]]) derep_rv_pe <- derepFastq(filt_fastq_pe[[2]]) derep_fw_pe #> $sam1F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 896 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  896 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  4 155 627 265 5 ... #>  #> $sam1R.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 1373 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  1373 250 #>   Consensus quality scores: min=7, median=34, max=38 #> $map: Map from reads to unique sequences:  2 1029 664 983 156 ... #>  #> $sam2F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 909 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  909 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  890 14 2 246 797 ... #>  #> $sam2R.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 1401 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  1401 250 #>   Consensus quality scores: min=7, median=34, max=38 #> $map: Map from reads to unique sequences:  1353 1171 1059 947 293 ... #>  derep_rv_pe #> $sam1F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 896 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  896 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  4 155 627 265 5 ... #>  #> $sam1R.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 1373 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  1373 250 #>   Consensus quality scores: min=7, median=34, max=38 #> $map: Map from reads to unique sequences:  2 1029 664 983 156 ... #>  #> $sam2F.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 909 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  909 250 #>   Consensus quality scores: min=7, median=36, max=38 #> $map: Map from reads to unique sequences:  890 14 2 246 797 ... #>  #> $sam2R.fastq.gz #> derep-class: R object describing dereplicated sequencing reads #> $uniques: 1500 reads in 1401 unique sequences #>   Sequence lengths: min=250, median=250, max=250 #> $quals: Quality matrix dimension:  1401 250 #>   Consensus quality scores: min=7, median=34, max=38 #> $map: Map from reads to unique sequences:  1353 1171 1059 947 293 ... #>"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"","code":"formattable_pq(   physeq,   modality,   taxonomic_levels = c(\"Phylum\", \"Order\", \"Family\", \"Genus\"),   min_nb_seq_taxa = 1000,   log10trans = FALSE,   void_style = FALSE,   lev_col_taxa = \"Phylum\",   arrange_by = \"nb_seq\",   descending_order = TRUE,   na_remove = TRUE,   formattable_args = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. modality (required) name column present @sam_data slot physeq object. Must character vector factor. taxonomic_levels (default = c(\"Phylum\", \"Order\", \"Family\", \"Genus\")) taxonomic levels (must present @sam_data slot) want see /used (example compute color) table. min_nb_seq_taxa (default = 1000) filter taxa less min_nb_seq_taxa sequences log10trans (logical, default TRUE) sequences count log10 transformed (using log10(x + 1) allow 0) void_style (logical, default FALSE) default style discard ? lev_col_taxa Taxonomic level used plot background color taxa names arrange_by column used sort table. Can take values NULL, \"proportion_samp\", \"nb_seq\" (default), , \"nb_sam\" \"OTU\", column names levels modality taxonomic levels descending_order (logical, default TRUE) use descending order sort table (arrange_by NULL) ? na_remove (logical, default TRUE) TRUE remove samples NA split_by variable physeq@sam_data slot formattable_args args formattable function. See examples formattable::formattable()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"datatable","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"function mainly wrapper work others. Please make reference formattable::formattable() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/formattable_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create an visualization table to describe taxa distribution across a modality — formattable_pq","text":"","code":"if (requireNamespace(\"formattable\")) {   ## Distribution of the nb of sequences per OTU across Height   ##   modality (nb of sequences are log-transformed).   ## Only OTU with more than 10000 sequences are taking into account   ## The Phylum column is discarded   formattable_pq(     data_fungi,     \"Height\",     min_nb_seq_taxa = 10000,     formattable_args = list(\"Phylum\" = FALSE),     log10trans = TRUE   )    ## Distribution of the nb of samples per OTU across Height modality   ## Only OTU  present in more than 50 samples are taking into account   formattable_pq(     as_binary_otu_table(data_fungi),     \"Height\",     min_nb_seq_taxa = 50,     formattable_args = list(\"nb_seq\" = FALSE),   )    ## Distribution of the nb of sequences per OTU across Time modality   ##  arranged by Family Name in ascending order.   ## Only OTU with more than 10000 sequences are taking into account   ## The Phylum column is discarded   formattable_pq(     data_fungi,     \"Time\",     min_nb_seq_taxa = 10000,     taxonomic_levels = c(\"Order\", \"Family\", \"Genus\", \"Species\"),     formattable_args = list(       Order = FALSE,       Species = formattable::formatter(         \"span\",         style = x ~ formattable::style(           \"font-style\" = \"italic\",           `color` = ifelse(is.na(x), \"white\", \"grey\")         )       )     ),     arrange_by = \"Family\",     descending_order = FALSE   ) } #> Loading required namespace: formattable #> 54 samples were discarded due to NA in variable modality #> Cleaning suppress 0 taxa (  ) and 22 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / BG7-010-H_S31_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / D9-027-B_S83_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DJ2-008-H_S88_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / J18-004-B_S114_MERGED.fastq.gz / J18-004-H_S115_MERGED.fastq.gz / J18-004-M_S116_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-H_S166_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1400 #> Number of kept ASV 20 #> Number of kept samples 109 #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(OTU)` #> 54 samples were discarded due to NA in variable modality #> Cleaning suppress 0 taxa (  ) and 35 sample(s) ( B18-006-B_S19_MERGED.fastq.gz / BE9-006-B_S27_MERGED.fastq.gz / BE9-006-H_S28_MERGED.fastq.gz / BE9-006-M_S29_MERGED.fastq.gz / BG7-010-B_S30_MERGED.fastq.gz / BG7-010-H_S31_MERGED.fastq.gz / BL7-006-B_S36_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / CB8-019-B_S69_MERGED.fastq.gz / CB8-019-H_S70_MERGED.fastq.gz / CB8-019-M_S71_MERGED.fastq.gz / D9-027-B_S83_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DJ2-008-H_S88_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / J18-004-B_S114_MERGED.fastq.gz / J18-004-H_S115_MERGED.fastq.gz / J18-004-M_S116_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / N23-002-M_S132_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-B_S158_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / T28-ABM602-B_S162_MERGED.fastq.gz / W26-001-H_S166_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / W9-025-M_S169_MERGED.fastq.gz / Y29-007-B_S181_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1417 #> Number of kept ASV 3 #> Number of kept samples 96 #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(OTU)` #> 23 samples were discarded due to NA in variable modality #> Cleaning suppress 0 taxa (  ) and 14 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1390 #> Number of kept ASV 30 #> Number of kept samples 148 #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(OTU)` # \\donttest{ if (requireNamespace(\"formattable\")) {   ## Distribution of the nb of sequences per OTU across Height modality   ##  (nb of sequences are log-transformed).   ## OTU name background is light gray for Basidiomycota   ##  and dark grey otherwise (Ascomycota)   ## A different color is defined for each modality level   formattable_pq(     data_fungi,     \"Height\",     taxonomic_levels = c(\"Phylum\", \"Family\", \"Genus\"),     void_style = TRUE,     formattable_args = list(       OTU = formattable::formatter(         \"span\",         style = ~ formattable::style(           \"display\" = \"block\",           `border-radius` = \"5px\",           `background-color` = ifelse(Phylum == \"Basidiomycota\", transp(\"gray\"), \"gray\")         ),         `padding-right` = \"2px\"       ),       High = formattable::formatter(         \"span\",         style = x ~ formattable::style(           \"font-size\" = \"80%\",           \"display\" = \"inline-block\",           direction = \"rtl\",           `border-radius` = \"0px\",           `padding-right` = \"2px\",           `background-color` = formattable::csscolor(formattable::gradient(             as.numeric(x), transp(\"#1a91ff\"), \"#1a91ff\"           )),           width = formattable::percent(formattable::proportion(as.numeric(x), na.rm = TRUE))         )       ),       Low = formattable::formatter(         \"span\",         style = x ~ formattable::style(           \"font-size\" = \"80%\",           \"display\" = \"inline-block\",           direction = \"rtl\",           `border-radius` = \"0px\",           `padding-right` = \"2px\",           `background-color` = formattable::csscolor(formattable::gradient(             as.numeric(x),             transp(\"green\"), \"green\"           )),           width = formattable::percent(formattable::proportion(as.numeric(x), na.rm = TRUE))         )       ),       Middle = formattable::formatter(         \"span\",         style = x ~ formattable::style(           \"font-size\" = \"80%\",           \"display\" = \"inline-block\",           direction = \"rtl\",           `border-radius` = \"0px\",           `padding-right` = \"2px\",           `background-color` = formattable::csscolor(formattable::gradient(             as.numeric(x), transp(\"orange\"), \"orange\"           )),           width = formattable::percent(formattable::proportion(as.numeric(x), na.rm = TRUE))         )       )     )   ) } #> 54 samples were discarded due to NA in variable modality #> Cleaning suppress 0 taxa (  ) and 5 sample(s) ( DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1265 #> Number of kept ASV 155 #> Number of kept samples 126 #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(OTU)` # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":null,"dir":"Reference","previous_headings":"","what":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"original function documentation written Brendan Furneaux FUNGuildR package. functions identical behavior supplied database; however download database corresponding name default. Taxa present database matched taxa present supplied otu_table exact name. case multiple matches, lowest (specific) rank chosen. attempt made check correct classification otu_table$Taxonomy.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"","code":"funguild_assign(   otu_table,   db_funguild = get_funguild_db(),   tax_col = \"Taxonomy\" )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"otu_table data.frame character column named \"Taxonomy\" (another name specified tax_col), well columns. entry \"otu_table$Taxonomy\" comma-, colon-, underscore-, semicolon-delimited classification organism. Rank indicators given Sintax (\"k:\", \"p:\"...) Unite (\"k__, \"p__\", ...) also allowed. character vector, representing taxonomic classification, also accepted. db_funguild data.frame representing FUNGuild returned get_funguild_db() supplied, default database downloaded. tax_col character string, optionally giving alternate column name otu_table use instead otu_table$Taxonomy.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"tibble::tibble containing columns otu_table, plus relevant columns information FUNGuild","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"Nguyen NH, Song Z, Bates ST, Branco S, Tedersoo L, Menke J, Schilling JS, Kennedy PG. 2016. FUNGuild: open annotation tool parsing fungal community datasets ecological guild. Fungal Ecology 20:241-248.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funguild_assign.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Assign Guilds to Organisms Based on Taxonomic Classification — funguild_assign","text":"Brendan Furneaux (orcid: 0000-0003-3522-7363), modified Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":null,"dir":"Reference","previous_headings":"","what":"Funky palette color — funky_color","title":"Funky palette color — funky_color","text":"Funky palette color","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Funky palette color — funky_color","text":"","code":"funky_color(n)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Funky palette color — funky_color","text":"n number colors","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Funky palette color — funky_color","text":"color palette","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/funky_color.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Funky palette color — funky_color","text":"Thibaut Jombart adegenet package","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_file_extension.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get the extension of a file — get_file_extension","text":"","code":"get_file_extension(file_path)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_file_extension.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get the extension of a file — get_file_extension","text":"file_path (required): path file","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_file_extension.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get the extension of a file — get_file_extension","text":" phyloseq-class object simplified taxonomy","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_file_extension.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Get the extension of a file — get_file_extension","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":null,"dir":"Reference","previous_headings":"","what":"Retrieve the FUNGuild database — get_funguild_db","title":"Retrieve the FUNGuild database — get_funguild_db","text":"original function documentation written Brendan Furneaux FUNGuildR package. Please cite publication.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Retrieve the FUNGuild database — get_funguild_db","text":"","code":"get_funguild_db(db_url = \"http://www.stbates.org/funguild_db_2.php\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Retrieve the FUNGuild database — get_funguild_db","text":"db_url length 1 character string giving URL retrieve database ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Retrieve the FUNGuild database — get_funguild_db","text":"tibble::tibble containing database, can passed db argument funguild_assign()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Retrieve the FUNGuild database — get_funguild_db","text":"Nguyen NH, Song Z, Bates ST, Branco S, Tedersoo L, Menke J, Schilling JS, Kennedy PG. 2016. FUNGuild: open annotation tool parsing fungal community datasets ecological guild. Fungal Ecology 20:241-248.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Retrieve the FUNGuild database — get_funguild_db","text":"Brendan Furneaux (orcid: 0000-0003-3522-7363), modified Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggaluv_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Alluvial plot for taxonomy and samples factor vizualisation — ggaluv_pq","title":"Alluvial plot for taxonomy and samples factor vizualisation — ggaluv_pq","text":"Basically wrapper ggalluvial package","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggaluv_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Alluvial plot for taxonomy and samples factor vizualisation — ggaluv_pq","text":"","code":"ggaluv_pq(   physeq,   taxa_ranks = c(\"Phylum\", \"Class\", \"Order\", \"Family\"),   wrap_factor = NULL,   by_sample = FALSE,   rarefy_by_sample = FALSE,   fact = NULL,   type = \"nb_seq\",   width = 1.2,   min.size = 3,   na_remove = FALSE,   use_ggfittext = FALSE,   use_geom_label = FALSE,   size_lab = 2,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggaluv_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Alluvial plot for taxonomy and samples factor vizualisation — ggaluv_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. taxa_ranks vector taxonomic ranks. examples c(\"Family\",\"Genus\"). taxa ranks set (default value = c(\"Phylum\", \"Class\", \"Order\", \"Family\")). wrap_factor name determine samples merge using merge_samples2() function. Need physeq@sam_data. Need use want wrap factor final plot number taxa (type=\"nb_asv\") by_sample (logical) FALSE (default), sample information taking account, taxonomy studied globally. fact NULL, by_sample automatically set TRUE. rarefy_by_sample (logical, default FALSE) TRUE, rarefy samples using phyloseq::rarefy_even_depth() function. fact (required) Name factor physeq@sam_data used plot  last column type \"nb_seq\" (default), number sequences used plot. \"nb_asv\", number ASV plotted. width (passed ggalluvial::geom_flow()) width stratum, proportion distance axes. Defaults 1/3. min.size (passed ggfittext::geom_fit_text()) Minimum font size, points. Text need shrunk size fit box hidden. Defaults 4 pt. na_remove (logical, default FALSE) set TRUE, remove samples NA variables set formula. use_ggfittext (logical, default FALSE) use ggfittext plot labels? use_geom_label (logical, default FALSE) use geom_label plot labels? size_lab Size label use_ggfittext FALSE ... arguments passed ggalluvial::geom_flow() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggaluv_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Alluvial plot for taxonomy and samples factor vizualisation — ggaluv_pq","text":"ggplot object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggaluv_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Alluvial plot for taxonomy and samples factor vizualisation — ggaluv_pq","text":"function mainly wrapper work others. Please make reference ggalluvial package use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggaluv_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Alluvial plot for taxonomy and samples factor vizualisation — ggaluv_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggaluv_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Alluvial plot for taxonomy and samples factor vizualisation — ggaluv_pq","text":"","code":"if (requireNamespace(\"ggalluvial\")) {   ggaluv_pq(data_fungi_mini) } #> Loading required namespace: ggalluvial  # \\donttest{ if (requireNamespace(\"ggalluvial\")) {   ggaluv_pq(data_fungi_mini, type = \"nb_asv\")    ggaluv_pq(data_fungi_mini, wrap_factor = \"Height\", by_sample = TRUE, type = \"nb_asv\") +     facet_wrap(\"Height\")    ggaluv_pq(data_fungi_mini,     width = 0.9, min.size = 10,     type = \"nb_asv\", taxa_ranks = c(\"Phylum\", \"Class\", \"Order\", \"Family\", \"Genus\")   ) +     coord_flip() + scale_x_discrete(limits = rev) } #> Warning: `group` has missing values; corresponding samples will be dropped  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"Note contrary hill_pq(), function take account difference number sequences per samples/modalities. may use rarefy_by_sample = TRUE mean number sequences per samples differs among modalities. Basically wrapper function ggstatsplot::ggbetweenstats() object class phyloseq","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"","code":"ggbetween_pq(physeq, fact, one_plot = FALSE, rarefy_by_sample = FALSE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): variable test. Must present sam_data slot physeq object. one_plot (logical, default FALSE) TRUE, return unique plot three plot inside using patchwork package. rarefy_by_sample (logical, default FALSE) TRUE, rarefy samples using phyloseq::rarefy_even_depth() function ... arguments passed ggstatsplot::ggbetweenstats() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"Either unique ggplot2 object (one_plot TRUE) list 3 ggplot2 plot: plot_Hill_0 : ggbetweenstats Hill number 0 (= species richness) variable fact plot_Hill_1 : ggbetweenstats Hill number 1 (= Shannon index) variable fact plot_Hill_2 : ggbetweenstats Hill number 2 (= Simpson index) variable fact","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"function mainly wrapper work others. Please make reference ggstatsplot::ggbetweenstats() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Box/Violin plots for between-subjects comparisons of Hill Number — ggbetween_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"ggstatsplot\")) {   p <- ggbetween_pq(data_fungi, fact = \"Time\", p.adjust.method = \"BH\")   p[[1]]   ggbetween_pq(data_fungi, fact = \"Height\", one_plot = TRUE)   ggbetween_pq(data_fungi, fact = \"Height\", one_plot = TRUE, rarefy_by_sample = TRUE) } #> Warning: The mean number of sequences per samples vary across modalities of the variable 'Time' You should use rarefy_by_sample = TRUE or try hill_pq() with correction_for_sample_size = TRUE #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 1032OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Cleaning suppress 0 taxa and 0 samples. #> All modality were undoubtedly rarefy in the physeq object. #> Warning: no non-missing arguments to min; returning Inf #> Warning: no non-missing arguments to max; returning -Inf #> Warning: no non-missing arguments to min; returning Inf #> Warning: no non-missing arguments to max; returning -Inf #> Warning: no non-missing arguments to min; returning Inf #> Warning: no non-missing arguments to max; returning -Inf  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggscatt_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Scatterplot with marginal distributions and statistical results against\nHill diversity of phyloseq object — ggscatt_pq","title":"Scatterplot with marginal distributions and statistical results against\nHill diversity of phyloseq object — ggscatt_pq","text":"Basically wrapper function ggstatsplot::ggscatterstats() object class phyloseq Hill number.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggscatt_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Scatterplot with marginal distributions and statistical results against\nHill diversity of phyloseq object — ggscatt_pq","text":"","code":"ggscatt_pq(   physeq,   num_modality,   hill_scales = c(0, 1, 2),   rarefy_by_sample = FALSE,   one_plot = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggscatt_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Scatterplot with marginal distributions and statistical results against\nHill diversity of phyloseq object — ggscatt_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. num_modality (required) Name numeric column physeq@sam_data plot test hill numberk hill_scales (vector integer) list q values compute hill number H^q. Null, hill number computed. Default value compute Hill number 0 (Species richness), Hill number 1 (exponential Shannon Index) Hill number 2 (inverse Simpson Index). rarefy_by_sample (logical, default FALSE) TRUE, rarefy samples using phyloseq::rarefy_even_depth() function. one_plot (logical, default FALSE) TRUE, return unique plot three plot inside using patchwork package. ... arguments passed ggstatsplot::ggscatterstats() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggscatt_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Scatterplot with marginal distributions and statistical results against\nHill diversity of phyloseq object — ggscatt_pq","text":"Either unique ggplot2 object (one_plot TRUE) list ggplot2 plot hill_scales.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggscatt_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Scatterplot with marginal distributions and statistical results against\nHill diversity of phyloseq object — ggscatt_pq","text":"function mainly wrapper work others. Please make reference ggstatsplot::ggscatterstats() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggscatt_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Scatterplot with marginal distributions and statistical results against\nHill diversity of phyloseq object — ggscatt_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggscatt_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Scatterplot with marginal distributions and statistical results against\nHill diversity of phyloseq object — ggscatt_pq","text":"","code":"if (requireNamespace(\"ggstatsplot\")) {   ggscatt_pq(data_fungi_mini, \"Time\", type = \"non-parametric\")   ggscatt_pq(data_fungi_mini, \"Time\", hill_scales = 1:4, type = \"parametric\")   ggscatt_pq(data_fungi_mini, \"Sample_id\",     hill_scales = c(0, 0.5),     one_plot = FALSE   ) } #> Taxa are now in columns. #> Cleaning suppress 0 taxa and 0 samples. #> Taxa are now in rows. #> Joining with `by = join_by(Sample)` #> Registered S3 method overwritten by 'ggside': #>   method from    #>   +.gg   ggplot2 #> Taxa are now in columns. #> Cleaning suppress 0 taxa and 0 samples. #> Taxa are now in rows. #> Joining with `by = join_by(Sample)` #> Taxa are now in columns. #> Cleaning suppress 0 taxa and 0 samples. #> Taxa are now in rows. #> Joining with `by = join_by(Sample)` #> [[1]] #> `stat_xsidebin()` using `bins = 30`. Pick better value with `binwidth`. #> `stat_ysidebin()` using `bins = 30`. Pick better value with `binwidth`.  #>  #> [[2]] #> `stat_xsidebin()` using `bins = 30`. Pick better value with `binwidth`. #> `stat_ysidebin()` using `bins = 30`. Pick better value with `binwidth`.  #>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"Note can use ggplot2 function customize plot ex. + scale_fill_distiller(palette = \"BuPu\", direction = 1) + scale_x_continuous(expand = expansion(mult = 0.5)). See examples.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"","code":"ggvenn_pq(   physeq = NULL,   fact = NULL,   min_nb_seq = 0,   taxonomic_rank = NULL,   split_by = NULL,   add_nb_samples = TRUE,   add_nb_seq = FALSE,   rarefy_before_merging = FALSE,   rarefy_after_merging = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. min_nb_seq minimum number sequences OTUs samples take count OTUs sample. example, min_nb_seq=2,value 2 less OTU table count venn diagram taxonomic_rank Name (number) taxonomic rank count. set Null (default) number OTUs counted. split_by Split multiple plot using variable split_by. name variable must present sam_data slot physeq object. add_nb_samples (logical, default TRUE) Add number samples levels names add_nb_seq (logical, default FALSE) Add number sequences levels names rarefy_before_merging Rarefy sample merging modalities args fact. Use phyloseq::rarefy_even_depth() function rarefy_after_merging Rarefy sample merging modalities args fact. ... arguments ggVennDiagram::ggVennDiagram function ex. category.names.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"ggplot2 plot representing Venn diagram modalities argument factor split_by set list plots.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Venn diagram of phyloseq-class object using\nggVennDiagram::ggVennDiagram function — ggvenn_pq","text":"","code":"if (requireNamespace(\"ggVennDiagram\")) {   ggvenn_pq(data_fungi, fact = \"Height\") }  # \\donttest{ if (requireNamespace(\"ggVennDiagram\")) {   ggvenn_pq(data_fungi, fact = \"Height\") +     ggplot2::scale_fill_distiller(palette = \"BuPu\", direction = 1)   pl <- ggvenn_pq(data_fungi, fact = \"Height\", split_by = \"Time\")   for (i in 1:length(pl)) {     p <- pl[[i]] +       scale_fill_distiller(palette = \"BuPu\", direction = 1) +       theme(plot.title = element_text(hjust = 0.5, size = 22))     print(p)   }    data_fungi2 <- subset_samples(data_fungi, data_fungi@sam_data$Tree_name == \"A10-005\" |     data_fungi@sam_data$Height %in% c(\"Low\", \"High\"))   ggvenn_pq(data_fungi2, fact = \"Height\")    ggvenn_pq(data_fungi, fact = \"Height\", add_nb_seq = TRUE, set_size = 4)   ggvenn_pq(data_fungi, fact = \"Height\", rarefy_before_merging = TRUE)   ggvenn_pq(data_fungi, fact = \"Height\", rarefy_after_merging = TRUE) +     scale_x_continuous(expand = expansion(mult = 0.5)) } #> Two modalities differ greatly (more than x2) in their number of sequences (159635 vs 53355). You may be interested by the parameter rarefy_after_merging    #> Two modalities differ greatly (more than x2) in their number of sequences (432919 vs 3961). You may be interested by the parameter rarefy_after_merging #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 1033OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Cleaning suppress 0 taxa and 0 samples. #> Warning: `group` has missing values; corresponding samples will be dropped #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> 158OTUs were removed because they are no longer  #> present in any sample after random subsampling #> ... #> Cleaning suppress 0 taxa and 0 samples.   # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/glmutli_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Automated model selection and multimodel inference with (G)LMs for phyloseq — glmutli_pq","text":"","code":"glmutli_pq(   physeq,   formula,   fitfunction = \"lm\",   hill_scales = c(0, 1, 2),   aic_step = 2,   confsetsize = 100,   plotty = FALSE,   level = 1,   method = \"h\",   crit = \"aicc\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/glmutli_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Automated model selection and multimodel inference with (G)LMs for phyloseq — glmutli_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. formula (required) formula glmulti::glmulti() Variables must present physeq@sam_data slot one hill number defined hill_scales variable Abundance refer number sequences per sample. fitfunction (default \"lm\") hill_scales (vector integer) list q values compute hill number H^q. Null, hill number computed. Default value compute Hill number 0 (Species richness), Hill number 1 (exponential Shannon Index) Hill number 2 (inverse Simpson Index). aic_step value AIC scores cut . confsetsize number models looked , .e. size returned confidence set. plotty (logical) Whether plot progress IC profile running. level 1, main effects (terms order 1) used build candidate set. 2, pairwise interactions also used (higher order interactions currently ignored) method method used explore candidate set models. \"h\" (default) exhaustive screening undertaken. \"g\" genetic algorithm employed (recommended large candidate sets). \"l\", fast exhaustive branch--bound algorithm used. Package leaps must loaded, can applied linear models covariates interactions. \"d\", simple summary candidate set printed, including number candidate models. crit Information Criterion used. Default small-sample corrected AIC (aicc). function accepts fitted model first argument. provided functions classic AIC, Bayes IC (bic), QAIC/QAICc (qaic qaicc). ... Others arguments passed glmulti::glmulti() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/glmutli_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Automated model selection and multimodel inference with (G)LMs for phyloseq — glmutli_pq","text":"data.frame summarizing glmulti results columns -estimates -unconditional_interval -nb_model\" -importance -alpha","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/glmutli_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Automated model selection and multimodel inference with (G)LMs for phyloseq — glmutli_pq","text":"function mainly wrapper work others. Please make reference glmulti::glmulti() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/glmutli_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Automated model selection and multimodel inference with (G)LMs for phyloseq — glmutli_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"glmulti\")) {   res_glmulti <-     glmutli_pq(data_fungi, \"Hill_0 ~ Hill_1 + Abundance + Time + Height\", level = 1)   res_glmulti   res_glmulti_interaction <-     glmutli_pq(data_fungi, \"Hill_0 ~ Abundance + Time + Height\", level = 2)   res_glmulti } #> Loading required namespace: glmulti #> Taxa are now in rows. #> Joining with `by = join_by(Sample)` #> Initialization... #> TASK: Exhaustive screening of candidate set. #> Fitting... #> Completed. #> Taxa are now in rows. #> Joining with `by = join_by(Sample)` #> Initialization... #> TASK: Exhaustive screening of candidate set. #> Fitting... #>  #> After 50 models: #> Best model: Hill_0~1+Abundance+Time+Time:Abundance+Height:Abundance+Height:Time #> Crit= 1069.11608982306 #> Mean crit= 1218.19009955263 #> Completed. #>                estimates unconditional_interval nb_model importance #> Hill_1       3.062117997           1.868174e-01        8          1 #> Abundance    0.002959644           8.478374e-08        8          1 #> Time         0.789091999           2.443263e-01        8          1 #> HeightLow    6.884340946           3.444196e+01        8          1 #> HeightMiddle 0.339123798           3.727962e+01        8          1 #>                     alpha     variable #> Hill_1       8.570200e-01       Hill_1 #> Abundance    5.773492e-04    Abundance #> Time         9.800932e-01         Time #> HeightLow    1.163660e+01    HeightLow #> HeightMiddle 1.210648e+01 HeightMiddle # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"wrapper phyloseqGraphTest::graph_perm_test() quick plot important statistics","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"","code":"graph_test_pq(   physeq,   fact,   merge_sample_by = NULL,   nperm = 999,   return_plot = TRUE,   title = \"Graph Test\",   na_remove = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor cluster samples modalities. Need physeq@sam_data. factor two levels. merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data nperm (int) number permutations perform. return_plot (logical) return result test plot result? title title Graph. na_remove (logical, default FALSE) set TRUE, remove samples NA variables set formula. ... params passed phyloseqGraphTest::graph_perm_test() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"ggplot2 plot subtitle indicating pvalue number permutations","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"function mainly wrapper work others. Please cite phyloseqGraphTest package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Performs graph-based permutation tests on phyloseq object — graph_test_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"phyloseqGraphTest\")) {   data(enterotype)   graph_test_pq(enterotype, fact = \"SeqTech\")   graph_test_pq(enterotype, fact = \"Enterotype\", na_remove = TRUE) } #> 9 were discarded due to NA in variables present in formula.  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"Note number ASV store name n_obs number sequences name nb_sequences","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"","code":"heat_tree_pq(physeq, taxonomic_level = NULL, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. taxonomic_level (default: NULL): vector selected taxonomic level using column numbers (e.g. taxonomic_level = 1:7) ... Arguments passed heat_tree","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/heat_tree_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Heat tree from metacoder package using tax_table slot — heat_tree_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"metacoder\")) {   library(\"metacoder\")   data(\"GlobalPatterns\", package = \"phyloseq\")    GPsubset <- subset_taxa(     GlobalPatterns,     GlobalPatterns@tax_table[, 1] == \"Bacteria\"   )    GPsubset <- subset_taxa(     GPsubset,     rowSums(GPsubset@otu_table) > 5000   )    GPsubset <- subset_taxa(     GPsubset,     rowSums(is.na(GPsubset@tax_table)) == 0   )    heat_tree_pq(GPsubset,     node_size = n_obs,     node_color = n_obs,     node_label = taxon_names,     tree_label = taxon_names,     node_size_trans = \"log10 area\"   )    heat_tree_pq(GPsubset,     node_size = nb_sequences,     node_color = n_obs,     node_label = taxon_names,     tree_label = taxon_names,     node_size_trans = \"log10 area\"   ) } #> Loading required namespace: metacoder #> This is metacoder version 0.3.7 (stable) #>  #> Attaching package: ‘metacoder’ #> The following object is masked from ‘package:ggplot2’: #>  #>     map_data #> The following object is masked from ‘package:phyloseq’: #>  #>     filter_taxa #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Error in eval(e, x, parent.frame()): object 'GPsubset' not found # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"Hill numbers number equiprobable species giving diversity value observed distribution. Hill number 0 correspond Species richness), Hill number 1 exponential Shannon Index Hill number 2 inverse Simpson Index) Note (correction_for_sample_size TRUE, default behavior) function use sqrt read numbers linear model order correct uneven sampling depth. correction done tuckey HSD plot change hill number computed.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"","code":"hill_pq(   physeq,   fact = NULL,   variable = NULL,   hill_scales = c(0, 1, 2),   color_fac = NA,   letters = FALSE,   add_points = FALSE,   add_info = TRUE,   one_plot = FALSE,   plot_with_tuckey = TRUE,   correction_for_sample_size = TRUE,   na_remove = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): variable test. Must present sam_data slot physeq object. variable : Alias factor. Kept backward compatibility. hill_scales (vector integer) list q values compute hill number H^q. Null, hill number computed. Default value compute Hill number 0 (Species richness), Hill number 1 (exponential Shannon Index) Hill number 2 (inverse Simpson Index). color_fac (optional): variable color barplot. ex. fact. useful ggplot2 plot colors can change using scale_color_XXX() function. letters (optional, default=FALSE): set TRUE, plot show letters based p-values comparison. Use multcompLetters function package multcompLetters. BROKEN moment. Note na values variable param need removed (see examples) use letters. add_points (logical): add jitter point boxplot add_info (logical, default TRUE) add subtitle information number samples per modality ? one_plot (logical, default FALSE) TRUE, return unique plot four plot inside using patchwork package. Note letters one_plot TRUE, tuckey HSD results discarded unique plot. case, use one_plot = FALSE see tuckey HSD results fourth plot resulting list. plot_with_tuckey (logical, default TRUE). one_plot set TRUE letters FALSE, allow discard tuckey plot part plot_with_tuckey = FALSE correction_for_sample_size (logical, default TRUE) function use sqrt read numbers linear model order correct uneven sampling depth Tuckey TEST. params change value Hill number test associated values (including pvalues). rarefy samples, may use function phyloseq::rarefy_even_depth(). na_remove (logical, default TRUE) remove samples NA factor fact ? Note na_remove always TRUE using letters = TRUE","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"Either unique ggplot2 object (one_plot TRUE) list 4 ggplot2 plot: plot_Hill_0 : boxplot Hill number 0 (= species richness) variable plot_Hill_1 : boxplot Hill number 1 (= Shannon index) variable plot_Hill_2 : boxplot Hill number 2 (= Simpson index) variable plot_tuckey : plot result Tuckey HSD test","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Graphical representation of hill number 0, 1 and 2 across a factor — hill_pq","text":"","code":"p <- hill_pq(data_fungi_mini, \"Height\", hill_scales = 1:2) p_h1 <- p[[1]] + theme(legend.position = \"none\") p_h2 <- p[[2]] + theme(legend.position = \"none\") multiplot(plotlist = list(p_h1, p_h2, p[[3]]), cols = 4)  # \\donttest{ if (requireNamespace(\"multcompView\")) {   p2 <- hill_pq(data_fungi, \"Time\",     correction_for_sample_size = FALSE,     letters = TRUE, add_points = TRUE, plot_with_tuckey = FALSE   )   if (requireNamespace(\"patchwork\")) {     patchwork::wrap_plots(p2, guides = \"collect\")   }   # Artificially modify data_fungi to force alpha-diversity effect   data_fungi_modif <- clean_pq(subset_samples_pq(data_fungi, !is.na(data_fungi@sam_data$Height)))   data_fungi_modif@otu_table[data_fungi_modif@sam_data$Height == \"High\", ] <-     data_fungi_modif@otu_table[data_fungi_modif@sam_data$Height == \"High\", ] +     sample(c(rep(0, ntaxa(data_fungi_modif) / 2), rep(100, ntaxa(data_fungi_modif) / 2)))   p3 <- hill_pq(data_fungi_modif, \"Height\", letters = TRUE)   p3[[1]] } #> Taxa are now in rows. #> Joining with `by = join_by(Time)` #> Joining with `by = join_by(Time)` #> Joining with `by = join_by(Time)` #> Cleaning suppress 144 taxa and 0 samples. #> Taxa are now in rows. #> Joining with `by = join_by(Height)` #> Joining with `by = join_by(Height)` #> Joining with `by = join_by(Height)`  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_test_rarperm_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test multiple times effect of factor on Hill diversity\nwith different rarefaction even depth — hill_test_rarperm_pq","text":"","code":"hill_test_rarperm_pq(   physeq,   fact,   hill_scales = c(0, 1, 2),   nperm = 99,   sample.size = min(sample_sums(physeq)),   verbose = FALSE,   progress_bar = TRUE,   p_val_signif = 0.05,   type = \"non-parametrique\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_test_rarperm_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test multiple times effect of factor on Hill diversity\nwith different rarefaction even depth — hill_test_rarperm_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines hill_scales (vector integer) list q values compute hill number H^q. Null, hill number computed. Default value compute Hill number 0 (Species richness), Hill number 1 (exponential Shannon Index) Hill number 2 (inverse Simpson Index). nperm (int) number permutations perform. sample.size (int) single integer value equal number reads simulated, also known depth. See phyloseq::rarefy_even_depth(). verbose (logical). TRUE, print additional informations. progress_bar (logical, default TRUE) print progress calculation? p_val_signif (float, [0:1]) mimimum value p-value count test significant int prop_signif result. type character specifying type statistical approach (See ggstatsplot::ggbetweenstats() details): \"parametric\" \"nonparametric\" \"robust\" \"bayes\" ... Others arguments passed ggstatsplot::ggbetweenstats() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_test_rarperm_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test multiple times effect of factor on Hill diversity\nwith different rarefaction even depth — hill_test_rarperm_pq","text":"list 6 components : method expressions plots pvals prop_signif statistics","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_test_rarperm_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test multiple times effect of factor on Hill diversity\nwith different rarefaction even depth — hill_test_rarperm_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_test_rarperm_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test multiple times effect of factor on Hill diversity\nwith different rarefaction even depth — hill_test_rarperm_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"ggstatsplot\")) {   hill_test_rarperm_pq(data_fungi, \"Time\", nperm = 2)   res <- hill_test_rarperm_pq(data_fungi, \"Height\", nperm = 9, p.val = 0.9)   patchwork::wrap_plots(res$plots[[1]])   res$plots[[1]][[1]] + res$plots[[2]][[1]] + res$plots[[3]][[1]]   res$prop_signif   res_para <- hill_test_rarperm_pq(data_fungi, \"Height\", nperm = 9, type = \"parametrique\")   res_para$plots[[1]][[1]] + res_para$plots[[2]][[1]] + res_para$plots[[3]][[1]]   res_para$pvals   res_para$method   res_para$expressions[[1]] } #>    |                                                           |                                                  |   0%   |                                                           |=========================                         |  50%   |                                                           |==================================================| 100%   |                                                           |                                                  |   0%   |                                                           |======                                            |  11%   |                                                           |===========                                       |  22%   |                                                           |=================                                 |  33%   |                                                           |======================                            |  44%   |                                                           |============================                      |  56%   |                                                           |=================================                 |  67%   |                                                           |=======================================           |  78%   |                                                           |============================================      |  89%   |                                                           |==================================================| 100%   |                                                           |                                                  |   0%   |                                                           |======                                            |  11%   |                                                           |===========                                       |  22%   |                                                           |=================                                 |  33%   |                                                           |======================                            |  44%   |                                                           |============================                      |  56%   |                                                           |=================================                 |  67%   |                                                           |=======================================           |  78%   |                                                           |============================================      |  89%   |                                                           |==================================================| 100% #> list(italic(\"F\")[\"Welch\"](2, 84.92) == \"0.08\", italic(p) == \"0.92\",  #>     widehat(omega[\"p\"]^2) == \"0.00\", CI[\"95%\"] ~ \"[\" * \"0.00\",  #>     \"1.00\" * \"]\", italic(\"n\")[\"obs\"] == \"131\") # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"Note , default, function use sqrt read numbers linear model order correct uneven sampling depth.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"","code":"hill_tuckey_pq(   physeq,   modality,   hill_scales = c(0, 1, 2),   silent = TRUE,   correction_for_sample_size = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. modality (required) variable test hill_scales (vector integer) list q values compute hill number H^q. Null, hill number computed. Default value compute Hill number 0 (Species richness), Hill number 1 (exponential Shannon Index) Hill number 2 (inverse Simpson Index). silent (logical) TRUE, message printing. correction_for_sample_size (logical, default TRUE) function use sqrt read numbers linear model order correct uneven sampling depth.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"ggplot2 object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Calculate hill number and compute Tuckey post-hoc test — hill_tuckey_pq","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GlobalPatterns@sam_data[, \"Soil_logical\"] <-   ifelse(GlobalPatterns@sam_data[, \"SampleType\"] == \"Soil\", \"Soil\", \"Not Soil\") hill_tuckey_pq(GlobalPatterns, \"Soil_logical\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’  hill_tuckey_pq(GlobalPatterns, \"Soil_logical\", hill_scales = 1:2) #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"","code":"iNEXT_pq(physeq, merge_sample_by = NULL, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. merge_sample_by (default: NULL) NULL samples physeq merged using vector set merge_sample_by. merging used merge_samples2(). case biplot_pq() must factor two levels . ... arguments iNEXT::iNEXT() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"see iNEXT::iNEXT() documentation","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"Adrien Taudière function mainly wrapper work others. Please make reference iNEXT::iNEXT() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/iNEXT_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"iNterpolation and EXTrapolation of Hill numbers (with iNEXT) — iNEXT_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"iNEXT\")) {   data(\"GlobalPatterns\", package = \"phyloseq\")   GPsubset <- subset_taxa(     GlobalPatterns,     GlobalPatterns@tax_table[, 1] == \"Bacteria\"   )   GPsubset <- subset_taxa(     GPsubset,     rowSums(GPsubset@otu_table) > 20000   )   GPsubset <- subset_taxa(     GPsubset,     rowSums(is.na(GPsubset@tax_table)) == 0   )   GPsubset@sam_data$human <- GPsubset@sam_data$SampleType %in%     c(\"Skin\", \"Feces\", \"Tong\")   res_iNEXT <- iNEXT_pq(     GPsubset,     merge_sample_by = \"human\",     q = 1,     datatype = \"abundance\",     nboot = 2   )   iNEXT::ggiNEXT(res_iNEXT)   iNEXT::ggiNEXT(res_iNEXT, type = 2)   iNEXT::ggiNEXT(res_iNEXT, type = 3) } #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Error in eval(e, x, parent.frame()): object 'GPsubset' not found # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/install_pkg_needed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Install a package if not present — install_pkg_needed","text":"","code":"install_pkg_needed(   pkg,   use_pak = TRUE,   bioconductor_pkg = FALSE,   github_pkg = FALSE,   verbose = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/install_pkg_needed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Install a package if not present — install_pkg_needed","text":"pkg name package use_pak (logical, default TRUE) Use pak::pkg_install(). FALSE use base install.package() function function BiocManager::install() bioconductor_pkg true function bioconductor_pkg (logical, default FALSE). use_pak TRUE, nothing, else use BiocManager::install() install package. github_pkg (logical, default FALSE). use_pak TRUE, nothing, else use devtools::install_github install package. verbose (logical, default FALSE) function print message?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/install_pkg_needed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Install a package if not present — install_pkg_needed","text":"Nothing","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/install_pkg_needed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Install a package if not present — install_pkg_needed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if cutadapt is installed. — is_cutadapt_installed","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"","code":"is_cutadapt_installed(   args_before_cutadapt =     \"source ~/miniconda3/etc/profile.d/conda.sh && conda activate cutadaptenv && \" )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"args_before_cutadapt : (String) one line bash command run run cutadapt. examples, \"source ~/miniconda3/etc/profile.d/conda.sh && conda activate cutadaptenv &&\" allow bypass conda init asks restart shell","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"logical say cutadapt install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_cutadapt_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if cutadapt is installed. — is_cutadapt_installed","text":"","code":"MiscMetabar::is_cutadapt_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if falco is installed. — is_falco_installed","title":"Test if falco is installed. — is_falco_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if falco is installed. — is_falco_installed","text":"","code":"is_falco_installed(path = \"falco\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if falco is installed. — is_falco_installed","text":"path (default: falco) Path falco","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if falco is installed. — is_falco_installed","text":"logical say falco install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if falco is installed. — is_falco_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_falco_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if falco is installed. — is_falco_installed","text":"","code":"MiscMetabar::is_falco_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if krona is installed. — is_krona_installed","title":"Test if krona is installed. — is_krona_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if krona is installed. — is_krona_installed","text":"","code":"is_krona_installed(path = \"ktImportKrona\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if krona is installed. — is_krona_installed","text":"path (default: krona) Path krona","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if krona is installed. — is_krona_installed","text":"logical say krona install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if krona is installed. — is_krona_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_krona_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if krona is installed. — is_krona_installed","text":"","code":"MiscMetabar::is_krona_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if mumu is installed. — is_mumu_installed","title":"Test if mumu is installed. — is_mumu_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if mumu is installed. — is_mumu_installed","text":"","code":"is_mumu_installed(path = \"mumu\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if mumu is installed. — is_mumu_installed","text":"path (default: mumu) Path mumu","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if mumu is installed. — is_mumu_installed","text":"logical say mumu install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if mumu is installed. — is_mumu_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_mumu_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if mumu is installed. — is_mumu_installed","text":"","code":"MiscMetabar::is_mumu_installed() #> Warning: running command 'mumu 2>&1' had status 1 #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if swarm is installed. — is_swarm_installed","title":"Test if swarm is installed. — is_swarm_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if swarm is installed. — is_swarm_installed","text":"","code":"is_swarm_installed(path = \"swarm\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if swarm is installed. — is_swarm_installed","text":"path (default: swarm) Path falco","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if swarm is installed. — is_swarm_installed","text":"logical say swarm install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if swarm is installed. — is_swarm_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_swarm_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if swarm is installed. — is_swarm_installed","text":"","code":"MiscMetabar::is_swarm_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":null,"dir":"Reference","previous_headings":"","what":"Test if vsearch is installed. — is_vsearch_installed","title":"Test if vsearch is installed. — is_vsearch_installed","text":"Useful testthat examples compilation R CMD CHECK test coverage","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test if vsearch is installed. — is_vsearch_installed","text":"","code":"is_vsearch_installed(path = \"vsearch\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test if vsearch is installed. — is_vsearch_installed","text":"path (default: vsearch) Path vsearch","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test if vsearch is installed. — is_vsearch_installed","text":"logical say vsearch install ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test if vsearch is installed. — is_vsearch_installed","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/is_vsearch_installed.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test if vsearch is installed. — is_vsearch_installed","text":"","code":"MiscMetabar::is_vsearch_installed() #> [1] TRUE"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":null,"dir":"Reference","previous_headings":"","what":"Make Krona files using KronaTools. — krona","title":"Make Krona files using KronaTools. — krona","text":"Need installation kronatools computer (installation instruction).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Make Krona files using KronaTools. — krona","text":"","code":"krona(   physeq,   file = \"krona.html\",   nb_seq = TRUE,   ranks = \"All\",   add_unassigned_rank = 0,   name = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Make Krona files using KronaTools. — krona","text":"physeq (required): phyloseq-class object obtained using phyloseq package. file (required) location html file save nb_seq (logical) true, Krona set distribution sequences taxonomy. False, Krona set distribution ASVs taxonomy. ranks Number taxonomic ranks plot (num column tax_table slot physeq object). Default setting plot ranks (argument ''). add_unassigned_rank (int) Add unassigned rank inferior 'add_unassigned_rank' necessary. name name intermediary files, Useful name krona result files merging using merge_krona()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Make Krona files using KronaTools. — krona","text":"html file","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Make Krona files using KronaTools. — krona","text":"function mainly wrapper work others. Please cite Krona use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Make Krona files using KronaTools. — krona","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/krona.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Make Krona files using KronaTools. — krona","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GA <- subset_taxa(GlobalPatterns, Phylum == \"Acidobacteria\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ if (FALSE) { krona(GA, \"Number.of.sequences.html\") krona(GA, \"Number.of.ASVs.html\", nb_seq = FALSE) merge_krona(c(\"Number.of.sequences.html\", \"Number.of.ASVs.html\")) }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"List fastq files — list_fastq_files","text":"","code":"list_fastq_files(   path,   paired_end = TRUE,   pattern = \"fastq\",   pattern_R1 = \"_R1_\",   pattern_R2 = \"_R2_\",   nb_files = Inf )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"List fastq files — list_fastq_files","text":"path path files (required) paired_end paired_end files? (default TRUE) pattern pattern filter files (passed list.files function). pattern_R1 pattern filter R1 files (default \"R1\") pattern_R2 pattern filter R2 files (default \"R2\") nb_files number fastq files list (default FALSE)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"List fastq files — list_fastq_files","text":"list one (single end) two (paired end) list files files sorted names (default behavior list.files())","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"List fastq files — list_fastq_files","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/list_fastq_files.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"List fastq files — list_fastq_files","text":"","code":"list_fastq_files(\"extdata\") #> $fnfs #> character(0) #>  #> $fnrs #> character(0) #>  list_fastq_files(\"extdata\", paired_end = FALSE, pattern_R1 = \"\") #> $fnfs #> character(0) #>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":null,"dir":"Reference","previous_headings":"","what":"Post Clustering Curation of Amplicon Data. — lulu","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"original function documentation written Tobias Guldberg Frøslev lulu package. algorithm lulu consumes OTU table matchlist, evaluates cooccurence 'daughters' (potential analytical artefacts) 'parents' (~= real biological species/OTUs). algorithm requires OTU table (species/site matrix), match list. OTU table can made various r-packages (e.g. DADA2) external pipelines (VSEARCH, USEARCH, QIIME, etc.), match-list can made external bioinformatic tools like VSEARCH, USEARCH, BLASTN another algorithm pair-wise sequence matching.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"","code":"lulu(   otu_table,   matchlist,   minimum_ratio_type = \"min\",   minimum_ratio = 1,   minimum_match = 84,   minimum_relative_cooccurence = 0.95,   progress_bar = TRUE,   log_conserved = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"otu_table data.frame OTU table sites/samples columns OTUs (unique OTU id's) rows, observations read counts. matchlist data.frame containing three columns: (1) OTU id potential child, (2) OTU id potential parent, (3) match - % identiti sequences potential parent potential child OTUs. NB: matchlist product mapping OTU sequences . currently carried external script e.g. Blastn VSEARCH, prior running lulu! minimum_ratio_type sets whether potential error must lower abundance parent samples min (default), error just needs lower abundance average avg. Choosing lower abundance average globally lower abundance greatly increase number designated errors. option introduced make possible account non-sufficiently clustered intraspecific variation, generally recommended, also increase potential cluster well-separated, co-occuring, sequence similar species. minimum_ratio sets minimim abundance ratio potential error potential parent identified error. minimum_ratio_type set min (default), minimum_ratio applies lowest observed ration across samples.  minimum_ratio_type set avg (default), minimum_ratio applies mean observed ration across samples.avg. (default 1). minimum_match minimum threshold sequence similarity considering OTU error another can set (default 84%). minimum_relative_cooccurence minimum co-occurrence rate, .e. lower rate occurrence potential error explained co-occurrence potential parent considering error state. progress_bar (Logical, default TRUE) print progress calculation . log_conserved (Logical, default FALSE) conserved log files writed disk","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"Function lulu returns list results based input OTU table match list. curated_table - curated OTU table daughters merged matching parents. curated_count - number curated (parent) OTUs. curated_otus - ids OTUs accepted valid OTUs. discarded_count - number discarded (merged parent) OTUs. discarded_otus - ids OTUs identified errors (daughters) merged respective parents. runtime - time used script. minimum_match - id threshold (minimum match \\ user). minimum_relative_cooccurence - minimum ratio daughter-occurences explained co-occurence parent (set user). otu_map - information daughters mapped parents. original_table - original OTU table. matchlist product mapping OTU sequences . currently carried external script e.g. BLASTN VSEARCH, prior running lulu! Producing match list requires file OTU sequences (centroids) - e.g. OTUcentroids.fasta. matchlist can produced mapping OTUs external algorithm like VSEARCH BLASTN. VSEARCH matchlist can produced e.g. following command: vsearch --usearch_global OTUcentroids.fasta --db OTUcentroids.fasta --strand plus --self --id .80 --iddef 1 --userout matchlist.txt --userfields query+target+id --maxaccepts 0 --query_cov .9 --maxhits 10. BLASTN matchlist can produces e.g. following commands. First produce blast-database fasta file: makeblastdb -OTUcentroids.fasta -parse_seqids -dbtype nucl, match centroids database: blastn -db OTUcentoids.fasta -num_threads 10 -outfmt'6 qseqid sseqid pident' -matchlist.txt -qcov_hsp_perc .90 -perc_identity .84 -query OTUcentroids.fasta","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"Please cite lulu original paper: https://www.nature.com/articles/s41467-017-01312-x","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Post Clustering Curation of Amplicon Data. — lulu","text":"Tobias Guldberg Frøslev (orcid: 0000-0002-3530-013X), modified Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Lulu reclustering of class physeq — lulu_pq","title":"Lulu reclustering of class physeq — lulu_pq","text":"See https://www.nature.com/articles/s41467-017-01312-x information method.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Lulu reclustering of class physeq — lulu_pq","text":"","code":"lulu_pq(   physeq,   nproc = 1,   id = 0.84,   vsearchpath = \"vsearch\",   verbose = FALSE,   clean_pq = FALSE,   keep_temporary_files = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Lulu reclustering of class physeq — lulu_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. nproc (default 1) Set number cpus/processors use clustering id (default: 0.84) id --usearch_global. vsearchpath (default: vsearch) path vsearch. verbose (logical) true, print additional messages. clean_pq (logical) true, empty samples empty ASV discarded clustering. keep_temporary_files (logical, default: FALSE) keep temporary files ... Others args function lulu()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Lulu reclustering of class physeq — lulu_pq","text":"list object \"new_physeq\": new phyloseq object (class physeq) \"discrepancy_vector\": vector discrepancy showing taxonomic level proportion identic value lulu reclustering. value 0.6 stands 60% ASV re-clustering identical value re-clustering. word, 40% ASV assigned different taxonomic value. NA value counted discrepancy. \"res_lulu\": list result lulu function \"merged_ASV\": data.frame used merged ASV","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Lulu reclustering of class physeq — lulu_pq","text":"version LULU fork Adrien Taudière (https://github.com/adrientaudiere/lulu) https://github.com/tobiasgf/lulu","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Lulu reclustering of class physeq — lulu_pq","text":"LULU : https://github.com/adrientaudiere/lulu forked https://github.com/tobiasgf/lulu. VSEARCH can downloaded https://github.com/torognes/vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Lulu reclustering of class physeq — lulu_pq","text":"Tobias Guldberg Frøslev tobiasgf@snm.ku.dk & Adrien Taudière adrien.taudiere@zaclys.net","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/lulu_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Lulu reclustering of class physeq — lulu_pq","text":"","code":"# \\donttest{ lulu_pq(data_fungi_sp_known) #> Start Vsearch usearch_global #> Lulu algorithm #>    |                                                           |                                                  |   0% #>  #> ####processing: ASV2 #####4 #>  #> ---hits: ASV576 #> ---hits: ASV375 #> ---hits: ASV541 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV962 #> ---hits: ASV1247 #> ---hits: ASV11024 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV8 #####4 #>  #> ---hits: ASV18 #> ---hits: ASV666 #> ---hits: ASV170 #> ---hits: ASV493 #> ---hits: ASV831 #> ---hits: ASV261 #> ---hits: ASV474 #> ---hits: ASV209 #> ---hits: ASV94 #> ---hits: ASV6364 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV509 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV724 #> ---hits: ASV11984 #>  #> ---potential parent: ASV6624 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5740740740740744 #>  #> No parent found! #> 4 #>    |                                                           |                                                  |   1% #>  #> ####processing: ASV662 #####4 #>  #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1198 #> ---hits: ASV1518 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV14274 #>  #> ---potential parent: ASV5094 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.5740740740740744 #>  #> No parent found! #> 4 #>  #> ####processing: ASV38 #####4 #>  #> ---hits: ASV466 #> ---hits: ASV989 #> ---hits: ASV853 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV749 #####4 #>  #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1427 #> ---hits: ASV1518 #> ---hits: ASV14104 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV6624 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.510638297872344 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5319148936170214 #>  #> No parent found! #> 4 #>    |                                                           |=                                                 |   1% #>  #> ####processing: ASV60 #####4 #>  #> ---hits: ASV984 #> ---hits: ASV113 #> ---hits: ASV796 #> ---hits: ASV1020 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV1011 #> ---hits: ASV1036 #> ---hits: ASV10664 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV505 #####4 #>  #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV6624 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.7380952380952384 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5952380952380954 #>  #> No parent found! #> 4 #>  #> ####processing: ASV28 #####4 #>  #> ---hits: ASV367 #> ---hits: ASV1376 #> ---hits: ASV1024 #> ---hits: ASV1375 #> ---hits: ASV7734 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=                                                 |   2% #>  #> ####processing: ASV724 #####4 #>  #> ---hits: ASV505 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV420 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1198 #> ---hits: ASV1518 #> ---hits: ASV859 #> ---hits: ASV14104 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV5054 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.9254 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5754 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV758 #####4 #>  #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV884 #> ---hits: ASV14104 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV7244 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8421052631578954 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.6578947368421054 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6315789473684214 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.7894736842105264 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1198 #####4 #>  #> ---hits: ASV662 #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV14274 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV7244 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8157894736842114 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.6315789473684214 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.7368421052631584 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.7368421052631584 #>  #> No parent found! #> 4 #>  #> ####processing: ASV420 #####4 #>  #> ---hits: ASV1427 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1410 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV724 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV11984 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8378378378378384 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.4864864864864874 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.5405405405405414 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.7027027027027034 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.5675675675675684 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1128 #####4 #>  #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV724 #> ---hits: ASV859 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1198 #> ---hits: ASV14274 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV4204 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.9444444444444444 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6111111111111114 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.7777777777777784 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6111111111111114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV641 #####4 #>  #> ---hits: ASV790 #> ---hits: ASV884 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV14274 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV4204 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.6285714285714294 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6285714285714294 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV859 #####4 #>  #> ---hits: ASV1427 #> ---hits: ASV420 #> ---hits: ASV724 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1128 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV11284 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8857142857142864 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.7428571428571434 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8857142857142864 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6571428571428574 #>  #> ------checking: ASV11284 #>  #> ------relative cooccurence: 0.6857142857142864 #>  #> No parent found! #> 4 #>    |                                                           |=                                                 |   3% #>  #> ####processing: ASV12 #####4 #>  #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV378 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV1562 #> ---hits: ASV1230 #> ---hits: ASV746 #> ---hits: ASV537 #> ---hits: ASV650 #> ---hits: ASV1030 #> ---hits: ASV1200 #> ---hits: ASV15584 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV18 #####4 #>  #> ---hits: ASV831 #> ---hits: ASV8 #> ---hits: ASV474 #> ---hits: ASV666 #> ---hits: ASV170 #> ---hits: ASV261 #> ---hits: ASV493 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV6364 #>  #> ---potential parent: ASV84 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 0.969696969696974 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> No parent found! #> 4 #>    |                                                           |==                                                |   3% #>  #> ####processing: ASV172 #####4 #>  #> ---hits: ASV963 #> ---hits: ASV981 #> ---hits: ASV715 #> ---hits: ASV1369 #> ---hits: ASV7374 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV139 #####4 #>  #> ---hits: ASV244 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV744 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV461 #> ---hits: ASV10554 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV329 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==                                                |   4% #>  #> ####processing: ASV244 #####4 #>  #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV744 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV4614 #>  #> ---potential parent: ASV1394 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.9354838709677424 #>  #> No parent found! #> 4 #>  #> ####processing: ASV756 #####4 #>  #> ---hits: ASV904 #> ---hits: ASV1035 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV1007 #> ---hits: ASV1192 #> ---hits: ASV1359 #> ---hits: ASV828 #> ---hits: ASV12244 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV884 #####4 #>  #> ---hits: ASV641 #> ---hits: ASV790 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV14274 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV420 #> ---potential parent: ASV6414 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8666666666666674 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6333333333333334 #>  #> ------checking: ASV6414 #>  #> ------relative cooccurence: 0.9666666666666674 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV43 #####4 #>  #> ---hits: ASV201 #> ---hits: ASV507 #> ---hits: ASV542 #> ---hits: ASV999 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV11174 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV52 #####4 #>  #> ---hits: ASV159 #> ---hits: ASV880 #> ---hits: ASV1276 #> ---hits: ASV10704 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV94 #####4 #>  #> ---hits: ASV209 #> ---hits: ASV636 #> ---hits: ASV261 #> ---hits: ASV493 #> ---hits: ASV170 #> ---hits: ASV474 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV18 #> ---hits: ASV84 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV184 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 0.965517241379314 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 0.8965517241379314 #>  #> No parent found! #> 4 #>  #> ####processing: ASV546 #####4 #>  #> ---hits: ASV727 #> ---hits: ASV569 #> ---hits: ASV1396 #> ---hits: ASV1233 #> ---hits: ASV1125 #> ---hits: ASV13114 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==                                                |   5% #>  #> ####processing: ASV790 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV641 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV7244 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV420 #> ---potential parent: ASV641 #> ---potential parent: ASV10524 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8620689655172414 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5862068965517244 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6206896551724144 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8275862068965524 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6206896551724144 #>  #> ------checking: ASV6414 #>  #> ------relative cooccurence: 0.965517241379314 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV10524 #>  #> ------relative cooccurence: 0.8275862068965524 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1052 #####4 #>  #> ---hits: ASV724 #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV7904 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.9310344827586214 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.5862068965517244 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.7241379310344834 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8620689655172414 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.6551724137931034 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6551724137931034 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.8275862068965524 #>  #> No parent found! #> 4 #>  #> ####processing: ASV666 #####4 #>  #> ---hits: ASV831 #> ---hits: ASV8 #> ---hits: ASV18 #> ---hits: ASV170 #> ---hits: ASV493 #> ---hits: ASV261 #> ---hits: ASV474 #> ---hits: ASV209 #> ---hits: ASV94 #> ---hits: ASV6364 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV944 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 7.54 #>  which is OK!4 #>  #> SETTING ASV666 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV184 #>  #> ------checking: ASV944 #>    |                                                           |===                                               |   5% #>  #> ####processing: ASV727 #####4 #>  #> ---hits: ASV546 #> ---hits: ASV569 #> ---hits: ASV1396 #> ---hits: ASV1233 #> ---hits: ASV1125 #> ---hits: ASV13114 #>  #> ---potential parent: ASV5464 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.8928571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1427 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV859 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1410 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV7244 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV420 #> ---potential parent: ASV859 #> ---potential parent: ASV790 #> ---potential parent: ASV10524 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.9285714285714294 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.6785714285714294 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.6785714285714294 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.9285714285714294 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6785714285714294 #>  #> ------checking: ASV8594 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.7857142857142864 #>  #> ------checking: ASV10524 #>  #> ------relative cooccurence: 0.7857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV113 #####4 #>  #> ---hits: ASV415 #> ---hits: ASV60 #> ---hits: ASV1380 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1066 #> ---hits: ASV1290 #> ---hits: ASV1020 #> ---hits: ASV1011 #> ---hits: ASV10364 #>  #> ---potential parent: ASV604 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> No parent found! #> 4 #>    |                                                           |===                                               |   6% #>  #> ####processing: ASV170 #####4 #>  #> ---hits: ASV474 #> ---hits: ASV8 #> ---hits: ASV209 #> ---hits: ASV18 #> ---hits: ASV666 #> ---hits: ASV94 #> ---hits: ASV493 #> ---hits: ASV831 #> ---hits: ASV636 #> ---hits: ASV2614 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV2614 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 0.9629629629629634 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 0.8148148148148154 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.9259259259259264 #>  #> ------checking: ASV6664 #>  #> ------relative cooccurence: 0.7037037037037044 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.8148148148148154 #>  #> No parent found! #> 4 #>  #> ####processing: ASV261 #####4 #>  #> ---hits: ASV493 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV18 #> ---hits: ASV8 #> ---hits: ASV636 #> ---hits: ASV831 #> ---hits: ASV666 #> ---hits: ASV170 #> ---hits: ASV4744 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV1704 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.05970149253731344 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 0.9629629629629634 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.9259259259259264 #>  #> ------checking: ASV6664 #>  #> ------relative cooccurence: 0.7037037037037044 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.8148148148148154 #>  #> No parent found! #> 4 #>  #> ####processing: ASV772 #####4 #>  #> ---hits: ASV1409 #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV832 #> ---hits: ASV693 #> ---hits: ASV1458 #> ---hits: ASV1200 #> ---hits: ASV1332 #> ---hits: ASV1303 #> ---hits: ASV10304 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV845 #####4 #>  #> ---hits: ASV884 #> ---hits: ASV641 #> ---hits: ASV505 #> ---hits: ASV1198 #> ---hits: ASV420 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1410 #> ---hits: ASV1518 #> ---hits: ASV7244 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV641 #> ---potential parent: ASV884 #> ---potential parent: ASV7904 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8518518518518524 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8148148148148154 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.5925925925925934 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.629629629629634 #>  #> ------checking: ASV6414 #>  #> ------relative cooccurence: 0.9629629629629634 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV8844 #>  #> ------relative cooccurence: 0.8888888888888894 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.9259259259259264 #>  #> No parent found! #> 4 #>  #> ####processing: ASV159 #####4 #>  #> ---hits: ASV52 #> ---hits: ASV880 #> ---hits: ASV1276 #> ---hits: ASV10704 #>  #> ---potential parent: ASV524 #>  #> ------checking: ASV524 #>  #> ------relative cooccurence: 0.9615384615384624 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV559 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV586 #####4 #>  #> ---hits: ASV1295 #> ---hits: ASV15764 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===                                               |   7% #>  #> ####processing: ASV1192 #####4 #>  #> ---hits: ASV1074 #> ---hits: ASV1278 #> ---hits: ASV906 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV828 #> ---hits: ASV1224 #> ---hits: ASV1319 #> ---hits: ASV756 #> ---hits: ASV9504 #>  #> ---potential parent: ASV7564 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> No parent found! #> 4 #>  #> ####processing: ASV19 #####4 #>  #> ---hits: ASV333 #> ---hits: ASV178 #> ---hits: ASV594 #> ---hits: ASV1131 #> ---hits: ASV1010 #> ---hits: ASV858 #> ---hits: ASV1467 #> ---hits: ASV1271 #> ---hits: ASV1078 #> ---hits: ASV9864 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV69 #####4 #>  #> ---hits: ASV405 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |====                                              |   7% #>  #> ####processing: ASV89 #####4 #>  #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV313 #> ---hits: ASV1101 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1058 #> ---hits: ASV1459 #> ---hits: ASV1548 #> ---hits: ASV9264 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV784 #####4 #>  #> ---hits: ASV1315 #> ---hits: ASV1421 #> ---hits: ASV13034 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV989 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV816 #> ---hits: ASV466 #> ---hits: ASV853 #> ---hits: ASV975 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1526 #> ---hits: ASV6534 #>  #> ---potential parent: ASV384 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 6.333333333333334 #>  which is OK!4 #>  #> SETTING ASV989 to be an ERROR of ASV38 #> 4 #>    |                                                           |====                                              |   8% #>  #> ####processing: ASV209 #####4 #>  #> ---hits: ASV94 #> ---hits: ASV493 #> ---hits: ASV170 #> ---hits: ASV636 #> ---hits: ASV261 #> ---hits: ASV348 #> ---hits: ASV8 #> ---hits: ASV474 #> ---hits: ASV1365 #> ---hits: ASV6664 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV170 #> ---potential parent: ASV2614 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.44 #>  which is OK!4 #>  #> SETTING ASV209 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV944 #>  #> ------checking: ASV6664 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ####processing: ASV428 #####4 #>  #> ---hits: ASV697 #> ---hits: ASV1259 #> ---hits: ASV756 #> ---hits: ASV552 #> ---hits: ASV904 #> ---hits: ASV1468 #> ---hits: ASV671 #> ---hits: ASV1035 #> ---hits: ASV1278 #> ---hits: ASV10744 #>  #> ---potential parent: ASV7564 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV904 #####4 #>  #> ---hits: ASV756 #> ---hits: ASV1035 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV828 #> ---hits: ASV950 #> ---hits: ASV1007 #> ---hits: ASV1192 #> ---hits: ASV13594 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV11924 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.7391304347826094 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.2608695652173914 #>  #> No parent found! #> 4 #>  #> ####processing: ASV906 #####4 #>  #> ---hits: ASV1074 #> ---hits: ASV1278 #> ---hits: ASV828 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV1192 #> ---hits: ASV1319 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV12244 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV11924 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.5909090909090914 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.6363636363636364 #>  #> No parent found! #> 4 #>  #> ####processing: ASV65 #####4 #>  #> ---hits: ASV322 #> ---hits: ASV3654 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV255 #####4 #>  #> ---hits: ASV854 #> ---hits: ASV5704 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV693 #####4 #>  #> ---hits: ASV1409 #> ---hits: ASV772 #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV832 #> ---hits: ASV1458 #> ---hits: ASV1303 #> ---hits: ASV1200 #> ---hits: ASV1454 #> ---hits: ASV13324 #>  #> ---potential parent: ASV7724 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |====                                              |   9% #>  #> ####processing: ASV816 #####4 #>  #> ---hits: ASV989 #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV975 #> ---hits: ASV853 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV653 #> ---hits: ASV14534 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV9894 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.7619047619047624 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1074 #####4 #>  #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV1359 #> ---hits: ASV1007 #> ---hits: ASV1192 #> ---hits: ASV1224 #> ---hits: ASV828 #> ---hits: ASV756 #> ---hits: ASV1319 #> ---hits: ASV9504 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV9064 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.3809523809523814 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.5238095238095244 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.5238095238095244 #>  #> No parent found! #> 4 #>  #> ####processing: ASV24 #####4 #>  #> ---hits: ASV736 #> ---hits: ASV266 #> ---hits: ASV979 #> ---hits: ASV731 #> ---hits: ASV986 #> ---hits: ASV1271 #> ---hits: ASV858 #> ---hits: ASV1010 #> ---hits: ASV19 #> ---hits: ASV3334 #>  #> ---potential parent: ASV194 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 0.554 #>  #> No parent found! #> 4 #>    |                                                           |=====                                             |   9% #>  #> ####processing: ASV474 #####4 #>  #> ---hits: ASV170 #> ---hits: ASV18 #> ---hits: ASV831 #> ---hits: ASV8 #> ---hits: ASV94 #> ---hits: ASV636 #> ---hits: ASV209 #> ---hits: ASV666 #> ---hits: ASV261 #> ---hits: ASV4934 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV2094 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 0.954 #>  which is sufficient!4 #>  #> ------min avg abundance: 04 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.676363636363644 #>  which is OK!4 #>  #> SETTING ASV474 to be an ERROR of ASV94 #> 4 #>  #> ------checking: ASV6664 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ####processing: ASV178 #####4 #>  #> ---hits: ASV1131 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV594 #> ---hits: ASV1467 #> ---hits: ASV1078 #> ---hits: ASV1010 #> ---hits: ASV858 #> ---hits: ASV1271 #> ---hits: ASV9864 #>  #> ---potential parent: ASV194 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 0.9473684210526324 #>  #> No parent found! #> 4 #>  #> ####processing: ASV266 #####4 #>  #> ---hits: ASV24 #> ---hits: ASV731 #> ---hits: ASV736 #> ---hits: ASV979 #> ---hits: ASV986 #> ---hits: ASV1271 #> ---hits: ASV858 #> ---hits: ASV1010 #> ---hits: ASV178 #> ---hits: ASV14674 #>  #> ---potential parent: ASV24 #> ---potential parent: ASV1784 #>  #> ------checking: ASV244 #>  #> ------relative cooccurence: 0.8421052631578954 #>  #> ------checking: ASV1784 #>  #> ------relative cooccurence: 0.3684210526315794 #>  #> No parent found! #> 4 #>    |                                                           |=====                                             |  10% #>  #> ####processing: ASV348 #####4 #>  #> ---hits: ASV1365 #> ---hits: ASV209 #> ---hits: ASV94 #> ---hits: ASV493 #> ---hits: ASV170 #> ---hits: ASV636 #> ---hits: ASV261 #> ---hits: ASV1182 #> ---hits: ASV8 #> ---hits: ASV264 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV2094 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 4.061776061776064 #>  which is OK!4 #>  #> SETTING ASV348 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV944 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ####processing: ASV461 #####4 #>  #> ---hits: ASV139 #> ---hits: ASV244 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV1268 #> ---hits: ASV419 #> ---hits: ASV766 #> ---hits: ASV744 #> ---hits: ASV10554 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV2444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.5789473684210534 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.5789473684210534 #>  #> No parent found! #> 4 #>  #> ####processing: ASV631 #####4 #>  #> ---hits: ASV1934 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV828 #####4 #>  #> ---hits: ASV1319 #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV1192 #> ---hits: ASV950 #> ---hits: ASV1224 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV10744 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4210526315789474 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.5789473684210534 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.2631578947368424 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.3157894736842114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV248 #####4 #>  #> ---hits: ASV404 #> ---hits: ASV377 #> ---hits: ASV488 #> ---hits: ASV840 #> ---hits: ASV440 #> ---hits: ASV545 #> ---hits: ASV730 #> ---hits: ASV943 #> ---hits: ASV6154 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV310 #####4 #>  #> ---hits: ASV543 #> ---hits: ASV685 #> ---hits: ASV199 #> ---hits: ASV692 #> ---hits: ASV10374 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV357 #####4 #>  #> ---hits: ASV626 #> ---hits: ASV8354 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=====                                             |  11% #>  #> ####processing: ASV831 #####4 #>  #> ---hits: ASV18 #> ---hits: ASV666 #> ---hits: ASV8 #> ---hits: ASV474 #> ---hits: ASV170 #> ---hits: ASV261 #> ---hits: ASV493 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV6364 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV4744 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2068965517241384 #>  #> ------checking: ASV184 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 34 #>  which is OK!4 #>  #> SETTING ASV831 to be an ERROR of ASV18 #> 4 #>  #> ------checking: ASV944 #>  #> ------checking: ASV6664 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ------checking: ASV4744 #>  #> ####processing: ASV1315 #####4 #>  #> ---hits: ASV784 #> ---hits: ASV1421 #> ---hits: ASV1303 #> ---hits: ASV12304 #>  #> ---potential parent: ASV7844 #>  #> ------checking: ASV7844 #>  #> ------relative cooccurence: 0.9444444444444444 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1409 #####4 #>  #> ---hits: ASV772 #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV832 #> ---hits: ASV693 #> ---hits: ASV1332 #> ---hits: ASV1200 #> ---hits: ASV1458 #> ---hits: ASV1303 #> ---hits: ASV15584 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV6934 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.6111111111111114 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.3888888888888894 #>  #> No parent found! #> 4 #>    |                                                           |======                                            |  11% #>  #> ####processing: ASV1428 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV81 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV959 #> ---hits: ASV383 #> ---hits: ASV1053 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV151 #####4 #>  #> ---hits: ASV355 #> ---hits: ASV8344 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |======                                            |  12% #>  #> ####processing: ASV358 #####4 #>  #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV966 #> ---hits: ASV930 #> ---hits: ASV914 #> ---hits: ASV833 #> ---hits: ASV2214 #>  #> ---potential parent: ASV694 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.9411764705882354 #>  #> No parent found! #> 4 #>  #> ####processing: ASV368 #####4 #>  #> ---hits: ASV292 #> ---hits: ASV443 #> ---hits: ASV566 #> ---hits: ASV961 #> ---hits: ASV98 #> ---hits: ASV1111 #> ---hits: ASV1176 #> ---hits: ASV7854 #>  #> ---potential parent: ASV4434 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 0.8235294117647064 #>  #> No parent found! #> 4 #>  #> ####processing: ASV443 #####4 #>  #> ---hits: ASV368 #> ---hits: ASV1111 #> ---hits: ASV1176 #> ---hits: ASV785 #> ---hits: ASV292 #> ---hits: ASV566 #> ---hits: ASV98 #> ---hits: ASV9614 #>  #> ---potential parent: ASV3684 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.8235294117647064 #>  #> No parent found! #> 4 #>  #> ####processing: ASV493 #####4 #>  #> ---hits: ASV261 #> ---hits: ASV209 #> ---hits: ASV8 #> ---hits: ASV94 #> ---hits: ASV666 #> ---hits: ASV18 #> ---hits: ASV170 #> ---hits: ASV636 #> ---hits: ASV348 #> ---hits: ASV8314 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV666 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV348 #> ---potential parent: ASV8314 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 17.68702290076344 #>  which is OK!4 #>  #> SETTING ASV493 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV184 #>  #> ------checking: ASV944 #>  #> ------checking: ASV6664 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ------checking: ASV3484 #>  #> ------checking: ASV8314 #>  #> ####processing: ASV771 #####4 #>  #> ---hits: ASV748 #> ---hits: ASV171 #> ---hits: ASV7534 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV880 #####4 #>  #> ---hits: ASV159 #> ---hits: ASV52 #> ---hits: ASV1276 #> ---hits: ASV10704 #>  #> ---potential parent: ASV52 #> ---potential parent: ASV1594 #>  #> ------checking: ASV524 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV1594 #>  #> ------relative cooccurence: 0.9411764705882354 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1004 #####4 #>  #> ---hits: ASV1213 #> ---hits: ASV14044 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |======                                            |  13% #>  #> ####processing: ASV1007 #####4 #>  #> ---hits: ASV1359 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1224 #> ---hits: ASV828 #> ---hits: ASV1192 #> ---hits: ASV1035 #> ---hits: ASV950 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV8284 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.5294117647058824 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.4705882352941184 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.6470588235294124 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.5294117647058824 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.2941176470588244 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1063 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1108 #####4 #>  #> ---hits: ASV1332 #> ---hits: ASV7464 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=======                                           |  13% #>  #> ####processing: ASV1421 #####4 #>  #> ---hits: ASV784 #> ---hits: ASV1315 #> ---hits: ASV1303 #> ---hits: ASV693 #> ---hits: ASV1230 #> ---hits: ASV15584 #>  #> ---potential parent: ASV784 #> ---potential parent: ASV693 #> ---potential parent: ASV13154 #>  #> ------checking: ASV7844 #>  #> ------relative cooccurence: 0.4705882352941184 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.2352941176470594 #>  #> ------checking: ASV13154 #>  #> ------relative cooccurence: 0.2941176470588244 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1674 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV25 #####4 #>  #> ---hits: ASV68 #> ---hits: ASV77 #> ---hits: ASV424 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=======                                           |  14% #>  #> ####processing: ASV853 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV989 #> ---hits: ASV1337 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV8164 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 114 #>  which is OK!4 #>  #> SETTING ASV853 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV8164 #>  #> ####processing: ASV1022 #####4 #>  #> ---hits: ASV1493 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV926 #> ---hits: ASV1663 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV729 #> ---hits: ASV9174 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1036 #####4 #>  #> ---hits: ASV1020 #> ---hits: ASV1603 #> ---hits: ASV60 #> ---hits: ASV796 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV984 #> ---hits: ASV1380 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV1134 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.31254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1278 #####4 #>  #> ---hits: ASV1359 #> ---hits: ASV1074 #> ---hits: ASV1224 #> ---hits: ASV906 #> ---hits: ASV1007 #> ---hits: ASV828 #> ---hits: ASV1192 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV13194 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV10074 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.56254 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.43754 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.31254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1483 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV313 #####4 #>  #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV89 #> ---hits: ASV1101 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1459 #> ---hits: ASV1058 #> ---hits: ASV1548 #> ---hits: ASV9264 #>  #> ---potential parent: ASV894 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 0.8666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV542 #####4 #>  #> ---hits: ASV507 #> ---hits: ASV201 #> ---hits: ASV999 #> ---hits: ASV43 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV3414 #>  #> ---potential parent: ASV434 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>    |                                                           |=======                                           |  15% #>  #> ####processing: ASV556 #####4 #>  #> ---hits: ASV797 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV9304 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.9333333333333334 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV927 #####4 #>  #> ---hits: ASV1125 #> ---hits: ASV1143 #> ---hits: ASV1311 #> ---hits: ASV1396 #> ---hits: ASV12334 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV930 #####4 #>  #> ---hits: ASV914 #> ---hits: ASV966 #> ---hits: ASV358 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV833 #> ---hits: ASV2794 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV5564 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.2666666666666674 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>    |                                                           |========                                          |  15% #>  #> ####processing: ASV1020 #####4 #>  #> ---hits: ASV1036 #> ---hits: ASV60 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1603 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV10364 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.5333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV87 #####4 #>  #> ---hits: ASV215 #> ---hits: ASV1228 #> ---hits: ASV4974 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV171 #####4 #>  #> ---hits: ASV753 #> ---hits: ASV771 #> ---hits: ASV7484 #>  #> ---potential parent: ASV7714 #>  #> ------checking: ASV7714 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>    |                                                           |========                                          |  16% #>  #> ####processing: ASV175 #####4 #>  #> ---hits: ASV694 #> ---hits: ASV46 #> ---hits: ASV162 #> ---hits: ASV7524 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV404 #####4 #>  #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV840 #> ---hits: ASV545 #> ---hits: ASV730 #> ---hits: ASV488 #> ---hits: ASV440 #> ---hits: ASV943 #> ---hits: ASV6154 #>  #> ---potential parent: ASV2484 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.7857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV504 #####4 #>  #> ---hits: ASV860 #> ---hits: ASV832 #> ---hits: ASV772 #> ---hits: ASV1409 #> ---hits: ASV693 #> ---hits: ASV1200 #> ---hits: ASV1332 #> ---hits: ASV1458 #> ---hits: ASV650 #> ---hits: ASV13034 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV13324 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.3571428571428574 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV507 #####4 #>  #> ---hits: ASV542 #> ---hits: ASV999 #> ---hits: ASV43 #> ---hits: ASV201 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV11174 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV5424 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 0.3571428571428574 #>  #> ------checking: ASV5424 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>  #> ####processing: ASV618 #####4 #>  #> ---hits: ASV953 #> ---hits: ASV346 #> ---hits: ASV592 #> ---hits: ASV1261 #> ---hits: ASV780 #> ---hits: ASV906 #> ---hits: ASV651 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV1484 #>  #> ---potential parent: ASV9064 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3571428571428574 #>  #> No parent found! #> 4 #>  #> ####processing: ASV626 #####4 #>  #> ---hits: ASV357 #> ---hits: ASV8354 #>  #> ---potential parent: ASV3574 #>  #> ------checking: ASV3574 #>  #> ------relative cooccurence: 0.9285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1230 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV746 #> ---hits: ASV1332 #> ---hits: ASV378 #> ---hits: ASV1458 #> ---hits: ASV1562 #> ---hits: ASV650 #> ---hits: ASV1030 #> ---hits: ASV1454 #> ---hits: ASV15584 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV13324 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>    |                                                           |========                                          |  17% #>  #> ####processing: ASV1332 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV746 #> ---hits: ASV378 #> ---hits: ASV1562 #> ---hits: ASV1200 #> ---hits: ASV1458 #> ---hits: ASV650 #> ---hits: ASV1230 #> ---hits: ASV1454 #> ---hits: ASV8604 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV12304 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1365 #####4 #>  #> ---hits: ASV348 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV636 #> ---hits: ASV261 #> ---hits: ASV493 #> ---hits: ASV1182 #> ---hits: ASV170 #> ---hits: ASV26 #> ---hits: ASV4744 #>  #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV4934 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.7857142857142864 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.6428571428571434 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV2094 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV4744 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV3484 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV4934 #>  #> ------relative cooccurence: 0.3571428571428574 #>  #> No parent found! #> 4 #>  #> ####processing: ASV26 #####4 #>  #> ---hits: ASV1182 #> ---hits: ASV1553 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV261 #> ---hits: ASV636 #> ---hits: ASV474 #> ---hits: ASV1704 #>  #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV13654 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV2094 #>  #> ------relative cooccurence: 0.07692307692307694 #>  #> ------checking: ASV4744 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV3484 #>  #> ------relative cooccurence: 0.07692307692307694 #>  #> ------checking: ASV13654 #>  #> ------relative cooccurence: 0.07692307692307694 #>  #> No parent found! #> 4 #>    |                                                           |=========                                         |  17% #>  #> ####processing: ASV55 #####4 #>  #> ---hits: ASV1453 #> ---hits: ASV500 #> ---hits: ASV254 #> ---hits: ASV564 #> ---hits: ASV579 #> ---hits: ASV1526 #> ---hits: ASV653 #> ---hits: ASV1495 #> ---hits: ASV12914 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV98 #####4 #>  #> ---hits: ASV566 #> ---hits: ASV961 #> ---hits: ASV292 #> ---hits: ASV368 #> ---hits: ASV443 #> ---hits: ASV785 #> ---hits: ASV1111 #> ---hits: ASV11764 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV4434 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.8461538461538464 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.002686858817782124 #>  #> No parent found! #> 4 #>  #> ####processing: ASV107 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV124 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> No parent found! #> 4 #>    |                                                           |=========                                         |  18% #>  #> ####processing: ASV137 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV760 #> ---hits: ASV711 #> ---hits: ASV996 #> ---hits: ASV1381 #> ---hits: ASV1067 #> ---hits: ASV726 #> ---hits: ASV1167 #> ---hits: ASV1484 #> ---hits: ASV9404 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV286 #####4 #>  #> ---hits: ASV6654 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV339 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV764 #> ---hits: ASV81 #> ---hits: ASV383 #> ---hits: ASV1053 #> ---hits: ASV959 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV814 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> No parent found! #> 4 #>  #> ####processing: ASV355 #####4 #>  #> ---hits: ASV151 #> ---hits: ASV8344 #>  #> ---potential parent: ASV1514 #>  #> ------checking: ASV1514 #>  #> ------relative cooccurence: 0.7692307692307694 #>  #> No parent found! #> 4 #>  #> ####processing: ASV563 #####4 #>  #> ---hits: ASV431 #> ---hits: ASV617 #> ---hits: ASV1420 #> ---hits: ASV530 #> ---hits: ASV632 #> ---hits: ASV673 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV627 #> ---hits: ASV6604 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV746 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV1230 #> ---hits: ASV1558 #> ---hits: ASV378 #> ---hits: ASV1200 #> ---hits: ASV1030 #> ---hits: ASV1562 #> ---hits: ASV1454 #> ---hits: ASV14584 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV1230 #> ---potential parent: ASV13324 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.3076923076923084 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 0.1538461538461544 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.07692307692307694 #>  #> No parent found! #> 4 #>  #> ####processing: ASV766 #####4 #>  #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV744 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV6144 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV2444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.9230769230769234 #>  #> No parent found! #> 4 #>    |                                                           |=========                                         |  19% #>  #> ####processing: ASV832 #####4 #>  #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV772 #> ---hits: ASV1409 #> ---hits: ASV693 #> ---hits: ASV1200 #> ---hits: ASV1332 #> ---hits: ASV1458 #> ---hits: ASV1303 #> ---hits: ASV15584 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV504 #> ---potential parent: ASV13324 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.3076923076923084 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV5044 #>  #> ------relative cooccurence: 0.8461538461538464 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV926 #####4 #>  #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV1663 #> ---hits: ASV1493 #> ---hits: ASV1022 #> ---hits: ASV917 #> ---hits: ASV399 #> ---hits: ASV344 #> ---hits: ASV7224 #>  #> ---potential parent: ASV10224 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.8461538461538464 #>  #> No parent found! #> 4 #>  #> ####processing: ASV994 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==========                                        |  19% #>  #> ####processing: ASV999 #####4 #>  #> ---hits: ASV507 #> ---hits: ASV542 #> ---hits: ASV43 #> ---hits: ASV201 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV667 #> ---hits: ASV1117 #> ---hits: ASV341 #> ---hits: ASV7334 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV5074 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 0.3846153846153854 #>  #> ------checking: ASV5424 #>  #> ------relative cooccurence: 0.8461538461538464 #>  #> ------checking: ASV5074 #>  #> ------relative cooccurence: 0.3076923076923084 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1224 #####4 #>  #> ---hits: ASV1278 #> ---hits: ASV1359 #> ---hits: ASV1074 #> ---hits: ASV1007 #> ---hits: ASV906 #> ---hits: ASV1192 #> ---hits: ASV828 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV13194 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV13594 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1359 #####4 #>  #> ---hits: ASV1278 #> ---hits: ASV1007 #> ---hits: ASV1224 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV828 #> ---hits: ASV1192 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV13194 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV12244 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.6153846153846154 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.3846153846153854 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.3076923076923084 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.5384615384615384 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.3846153846153854 #>  #> ------checking: ASV12244 #>  #> ------relative cooccurence: 0.4615384615384624 #>  #> No parent found! #> 4 #>    |                                                           |==========                                        |  20% #>  #> ####processing: ASV1462 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV29 #####4 #>  #> ---hits: ASV633 #> ---hits: ASV294 #> ---hits: ASV16654 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV292 #####4 #>  #> ---hits: ASV368 #> ---hits: ASV98 #> ---hits: ASV961 #> ---hits: ASV443 #> ---hits: ASV566 #> ---hits: ASV1111 #> ---hits: ASV1176 #> ---hits: ASV7854 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV984 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 0.9166666666666674 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV346 #####4 #>  #> ---hits: ASV592 #> ---hits: ASV1261 #> ---hits: ASV618 #> ---hits: ASV953 #> ---hits: ASV780 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV148 #> ---hits: ASV92 #> ---hits: ASV9064 #>  #> ---potential parent: ASV906 #> ---potential parent: ASV618 #> ---potential parent: ASV5924 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV367 #####4 #>  #> ---hits: ASV28 #> ---hits: ASV1376 #> ---hits: ASV1024 #> ---hits: ASV1375 #> ---hits: ASV7734 #>  #> ---potential parent: ASV284 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 0.9166666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV377 #####4 #>  #> ---hits: ASV404 #> ---hits: ASV730 #> ---hits: ASV248 #> ---hits: ASV840 #> ---hits: ASV440 #> ---hits: ASV545 #> ---hits: ASV488 #> ---hits: ASV943 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV440 #> ---potential parent: ASV4884 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.5833333333333334 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV440 #####4 #>  #> ---hits: ASV730 #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV404 #> ---hits: ASV545 #> ---hits: ASV488 #> ---hits: ASV840 #> ---hits: ASV943 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV4884 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> No parent found! #> 4 #>    |                                                           |==========                                        |  21% #>  #> ####processing: ASV466 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV989 #> ---hits: ASV853 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV8534 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.416666666666674 #>  which is OK!4 #>  #> SETTING ASV466 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV8164 #>  #> ------checking: ASV8534 #>  #> ####processing: ASV477 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV488 #####4 #>  #> ---hits: ASV248 #> ---hits: ASV840 #> ---hits: ASV404 #> ---hits: ASV943 #> ---hits: ASV377 #> ---hits: ASV440 #> ---hits: ASV545 #> ---hits: ASV730 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV4404 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> No parent found! #> 4 #>    |                                                           |===========                                       |  21% #>  #> ####processing: ASV517 #####4 #>  #> ---hits: ASV1379 #> ---hits: ASV7104 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV543 #####4 #>  #> ---hits: ASV199 #> ---hits: ASV692 #> ---hits: ASV310 #> ---hits: ASV685 #> ---hits: ASV10374 #>  #> ---potential parent: ASV3104 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 0.5833333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV576 #####4 #>  #> ---hits: ASV2 #> ---hits: ASV375 #> ---hits: ASV962 #> ---hits: ASV541 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV1247 #> ---hits: ASV11024 #>  #> ---potential parent: ASV24 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 20.31428571428574 #>  which is OK!4 #>  #> SETTING ASV576 to be an ERROR of ASV2 #> 4 #>    |                                                           |===========                                       |  22% #>  #> ####processing: ASV592 #####4 #>  #> ---hits: ASV346 #> ---hits: ASV1261 #> ---hits: ASV953 #> ---hits: ASV618 #> ---hits: ASV780 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV148 #> ---hits: ASV906 #> ---hits: ASV384 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV906 #> ---potential parent: ASV618 #> ---potential parent: ASV3464 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.5833333333333334 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.4166666666666674 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV694 #####4 #>  #> ---hits: ASV175 #> ---hits: ASV46 #> ---hits: ASV162 #> ---hits: ASV7524 #>  #> ---potential parent: ASV1754 #>  #> ------checking: ASV1754 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> No parent found! #> 4 #>  #> ####processing: ASV717 #####4 #>  #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV926 #> ---hits: ASV1493 #> ---hits: ASV1663 #> ---hits: ASV1022 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV917 #> ---hits: ASV3444 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV1058 #> ---potential parent: ASV10594 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV787 #####4 #>  #> ---hits: ASV8754 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV797 #####4 #>  #> ---hits: ASV556 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV9304 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.9166666666666674 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.9166666666666674 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1030 #####4 #>  #> ---hits: ASV1558 #> ---hits: ASV1303 #> ---hits: ASV1458 #> ---hits: ASV1454 #> ---hits: ASV1562 #> ---hits: ASV537 #> ---hits: ASV746 #> ---hits: ASV1332 #> ---hits: ASV693 #> ---hits: ASV12304 #>  #> ---potential parent: ASV693 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV7464 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.08333333333333334 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.08333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1031 #####4 #>  #> ---hits: ASV1438 #> ---hits: ASV892 #> ---hits: ASV1239 #> ---hits: ASV1658 #> ---hits: ASV895 #> ---hits: ASV1510 #> ---hits: ASV1563 #> ---hits: ASV1471 #> ---hits: ASV1300 #> ---hits: ASV14704 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===========                                       |  23% #>  #> ####processing: ASV1058 #####4 #>  #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV1493 #> ---hits: ASV926 #> ---hits: ASV1022 #> ---hits: ASV1663 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV729 #> ---hits: ASV9174 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV10594 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.5833333333333334 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1059 #####4 #>  #> ---hits: ASV1058 #> ---hits: ASV717 #> ---hits: ASV1493 #> ---hits: ASV926 #> ---hits: ASV1022 #> ---hits: ASV1663 #> ---hits: ASV399 #> ---hits: ASV729 #> ---hits: ASV917 #> ---hits: ASV9184 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV10584 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1321 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |============                                      |  23% #>  #> ####processing: ASV42 #####4 #>  #> ---hits: ASV68 #> ---hits: ASV77 #> ---hits: ASV254 #>  #> ---potential parent: ASV254 #>  #> ------checking: ASV254 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> No parent found! #> 4 #>  #> ####processing: ASV78 #####4 #>  #> ---hits: ASV652 #> ---hits: ASV33 #> ---hits: ASV1313 #> ---hits: ASV941 #> ---hits: ASV1289 #> ---hits: ASV16254 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV129 #####4 #>  #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV530 #> ---hits: ASV4314 #>  #> ---potential parent: ASV6734 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> No parent found! #> 4 #>    |                                                           |============                                      |  24% #>  #> ####processing: ASV272 #####4 #>  #> ---hits: ASV81 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV383 #> ---hits: ASV1053 #> ---hits: ASV959 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV3394 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> No parent found! #> 4 #>  #> ####processing: ASV334 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV365 #####4 #>  #> ---hits: ASV65 #> ---hits: ASV3224 #>  #> ---potential parent: ASV654 #>  #> ------checking: ASV654 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> No parent found! #> 4 #>  #> ####processing: ASV462 #####4 #>  #> ---hits: ASV89 #> ---hits: ASV313 #> ---hits: ASV534 #> ---hits: ASV1101 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1459 #> ---hits: ASV1058 #> ---hits: ASV1548 #> ---hits: ASV9264 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV926 #> ---potential parent: ASV10584 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV3134 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.44 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> No parent found! #> 4 #>  #> ####processing: ASV673 #####4 #>  #> ---hits: ASV530 #> ---hits: ASV1218 #> ---hits: ASV129 #> ---hits: ASV1420 #> ---hits: ASV660 #> ---hits: ASV1469 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV632 #> ---hits: ASV16574 #>  #> ---potential parent: ASV1294 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> No parent found! #> 4 #>  #> ####processing: ASV715 #####4 #>  #> ---hits: ASV981 #> ---hits: ASV737 #> ---hits: ASV1369 #> ---hits: ASV963 #> ---hits: ASV1724 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV9634 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 0.9090909090909094 #>  #> ------checking: ASV9634 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> No parent found! #> 4 #>  #> ####processing: ASV729 #####4 #>  #> ---hits: ASV722 #> ---hits: ASV917 #> ---hits: ASV344 #> ---hits: ASV399 #> ---hits: ASV926 #> ---hits: ASV1059 #> ---hits: ASV1058 #> ---hits: ASV717 #> ---hits: ASV1493 #> ---hits: ASV10224 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV10594 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.2727272727272734 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> No parent found! #> 4 #>    |                                                           |============                                      |  25% #>  #> ####processing: ASV860 #####4 #>  #> ---hits: ASV504 #> ---hits: ASV832 #> ---hits: ASV772 #> ---hits: ASV1409 #> ---hits: ASV693 #> ---hits: ASV1200 #> ---hits: ASV1332 #> ---hits: ASV1458 #> ---hits: ASV1303 #> ---hits: ASV15584 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV504 #> ---potential parent: ASV1332 #> ---potential parent: ASV8324 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.5454545454545454 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV5044 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8324 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> No parent found! #> 4 #>  #> ####processing: ASV963 #####4 #>  #> ---hits: ASV172 #> ---hits: ASV981 #> ---hits: ASV715 #> ---hits: ASV737 #> ---hits: ASV13694 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV7154 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 34 #>  which is OK!4 #>  #> SETTING ASV963 to be an ERROR of ASV172 #> 4 #>  #> ------checking: ASV7154 #>  #> ####processing: ASV966 #####4 #>  #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV69 #> ---hits: ASV405 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV930 #> ---potential parent: ASV7974 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.6363636363636364 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.5454545454545454 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> No parent found! #> 4 #>    |                                                           |=============                                     |  25% #>  #> ####processing: ASV1011 #####4 #>  #> ---hits: ASV1066 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV984 #> ---hits: ASV415 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1020 #> ---hits: ASV1380 #> ---hits: ASV10364 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV10204 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.5454545454545454 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1035 #####4 #>  #> ---hits: ASV904 #> ---hits: ASV756 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1224 #> ---hits: ASV828 #> ---hits: ASV11924 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV904 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1224 #> ---potential parent: ASV13594 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 0.5454545454545454 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.6363636363636364 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.1818181818181824 #>  #> ------checking: ASV12244 #>  #> ------relative cooccurence: 0.09090909090909094 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1082 #####4 #>  #> ---hits: ASV1027 #> ---hits: ASV962 #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV375 #> ---hits: ASV1247 #> ---hits: ASV5764 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV5764 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 104 #>  which is OK!4 #>  #> SETTING ASV1082 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ####processing: ASV1253 #####4 #>  #> ---hits: ASV12054 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=============                                     |  26% #>  #> ####processing: ASV1270 #####4 #>  #> ---hits: ASV16274 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1337 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV853 #> ---hits: ASV989 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV853 #> ---potential parent: ASV4664 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 224 #>  which is OK!4 #>  #> SETTING ASV1337 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV8164 #>  #> ------checking: ASV8534 #>  #> ------checking: ASV4664 #>  #> ####processing: ASV1410 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV1427 #> ---hits: ASV1518 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV724 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV790 #> ---potential parent: ASV1052 #> ---potential parent: ASV14274 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.3636363636363644 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.4545454545454554 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.8181818181818184 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.7272727272727274 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.6363636363636364 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.2727272727272734 #>  #> ------checking: ASV10524 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> ------checking: ASV14274 #>  #> ------relative cooccurence: 0.4545454545454554 #>  #> No parent found! #> 4 #>  #> ####processing: ASV33 #####4 #>  #> ---hits: ASV78 #> ---hits: ASV652 #> ---hits: ASV1313 #> ---hits: ASV941 #> ---hits: ASV1289 #> ---hits: ASV16254 #>  #> ---potential parent: ASV784 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV41 #####4 #>  #> ---hits: ASV672 #> ---hits: ASV251 #> ---hits: ASV1092 #> ---hits: ASV10454 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV45 #####4 #>  #> ---hits: ASV137 #> ---hits: ASV711 #> ---hits: ASV996 #> ---hits: ASV760 #> ---hits: ASV1067 #> ---hits: ASV1381 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV1484 #> ---hits: ASV9404 #>  #> ---potential parent: ASV1374 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>    |                                                           |=============                                     |  27% #>  #> ####processing: ASV145 #####4 #>  #> ---hits: ASV210 #> ---hits: ASV814 #> ---hits: ASV1223 #> ---hits: ASV4914 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV192 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV194 #####4 #>  #> ---hits: ASV1014 #> ---hits: ASV969 #> ---hits: ASV13864 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==============                                    |  27% #>  #> ####processing: ASV199 #####4 #>  #> ---hits: ASV543 #> ---hits: ASV685 #> ---hits: ASV692 #> ---hits: ASV1037 #> ---hits: ASV3104 #>  #> ---potential parent: ASV310 #> ---potential parent: ASV5434 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV5434 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV223 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV193 #####4 #>  #> ---hits: ASV6314 #>  #> ---potential parent: ASV6314 #>  #> ------checking: ASV6314 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV405 #####4 #>  #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV930 #> ---potential parent: ASV797 #> ---potential parent: ASV9664 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.94 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2654639175257734 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 0.74 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>    |                                                           |==============                                    |  28% #>  #> ####processing: ASV523 #####4 #>  #> ---hits: ASV9874 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV541 #####4 #>  #> ---hits: ASV375 #> ---hits: ASV2 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV576 #> ---hits: ASV962 #> ---hits: ASV12474 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV962 #> ---potential parent: ASV10274 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 17.92537313432844 #>  which is OK!4 #>  #> SETTING ASV541 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV9624 #>  #> ------checking: ASV10274 #>  #> ####processing: ASV566 #####4 #>  #> ---hits: ASV98 #> ---hits: ASV368 #> ---hits: ASV961 #> ---hits: ASV292 #> ---hits: ASV443 #> ---hits: ASV785 #> ---hits: ASV1111 #> ---hits: ASV11764 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV2924 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.02040816326530614 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 0.64 #>  #> No parent found! #> 4 #>  #> ####processing: ASV615 #####4 #>  #> ---hits: ASV440 #> ---hits: ASV248 #> ---hits: ASV730 #> ---hits: ASV377 #> ---hits: ASV404 #> ---hits: ASV545 #> ---hits: ASV488 #> ---hits: ASV840 #> ---hits: ASV9434 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV4884 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.64 #>  #> No parent found! #> 4 #>  #> ####processing: ASV932 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV962 #####4 #>  #> ---hits: ASV1027 #> ---hits: ASV1247 #> ---hits: ASV1082 #> ---hits: ASV576 #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV3754 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV541 #> ---potential parent: ASV10274 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 30.25531914893624 #>  which is OK!4 #>  #> SETTING ASV962 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV5414 #>  #> ------checking: ASV10274 #>    |                                                           |==============                                    |  29% #>  #> ####processing: ASV1027 #####4 #>  #> ---hits: ASV1082 #> ---hits: ASV962 #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV1247 #> ---hits: ASV375 #> ---hits: ASV5764 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV541 #> ---potential parent: ASV9624 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 71.14 #>  which is OK!4 #>  #> SETTING ASV1027 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV5414 #>  #> ------checking: ASV9624 #>  #> ####processing: ASV984 #####4 #>  #> ---hits: ASV796 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV1020 #> ---hits: ASV1380 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV1036 #> ---hits: ASV1011 #> ---hits: ASV16034 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV13804 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1078 #####4 #>  #> ---hits: ASV1467 #> ---hits: ASV178 #> ---hits: ASV1131 #> ---hits: ASV1010 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV594 #> ---hits: ASV1271 #> ---hits: ASV986 #> ---hits: ASV7314 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV1784 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV1078 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>    |                                                           |===============                                   |  29% #>  #> ####processing: ASV1085 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1268 #####4 #>  #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV766 #> ---hits: ASV744 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV4614 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV461 #> ---potential parent: ASV7664 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 4.54 #>  which is OK!4 #>  #> SETTING ASV1268 to be an ERROR of ASV139 #> 4 #>  #> ------checking: ASV2444 #>  #> ------checking: ASV4614 #>  #> ------checking: ASV7664 #>  #> ####processing: ASV1300 #####4 #>  #> ---hits: ASV1304 #> ---hits: ASV1236 #> ---hits: ASV1438 #> ---hits: ASV1031 #> ---hits: ASV1239 #> ---hits: ASV892 #> ---hits: ASV1471 #> ---hits: ASV1563 #> ---hits: ASV1510 #> ---hits: ASV8954 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV13044 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.34 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1302 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===============                                   |  30% #>  #> ####processing: ASV1304 #####4 #>  #> ---hits: ASV1236 #> ---hits: ASV1300 #> ---hits: ASV1588 #> ---hits: ASV1437 #> ---hits: ASV605 #> ---hits: ASV1294 #> ---hits: ASV1471 #> ---hits: ASV1563 #> ---hits: ASV1470 #> ---hits: ASV8924 #>  #> ---potential parent: ASV13004 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.34 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1340 #####4 #>  #> ---hits: ASV1632 #> ---hits: ASV8014 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1380 #####4 #>  #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV60 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1066 #> ---hits: ASV1020 #> ---hits: ASV1036 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV9844 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.34 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.74 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.34 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV116 #####4 #>  #> ---hits: ASV596 #> ---hits: ASV1107 #> ---hits: ASV1526 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV653 #> ---hits: ASV697 #> ---hits: ASV254 #> ---hits: ASV500 #> ---hits: ASV9894 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV6974 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV235 #####4 #>  #> ---hits: ASV14234 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV333 #####4 #>  #> ---hits: ASV19 #> ---hits: ASV178 #> ---hits: ASV1010 #> ---hits: ASV594 #> ---hits: ASV1131 #> ---hits: ASV858 #> ---hits: ASV1271 #> ---hits: ASV1467 #> ---hits: ASV1078 #> ---hits: ASV9864 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV10784 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV333 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>    |                                                           |===============                                   |  31% #>  #> ####processing: ASV344 #####4 #>  #> ---hits: ASV722 #> ---hits: ASV399 #> ---hits: ASV917 #> ---hits: ASV729 #> ---hits: ASV926 #> ---hits: ASV717 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV1663 #> ---hits: ASV14934 #>  #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV7294 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV464 #####4 #>  #> ---hits: ASV699 #> ---hits: ASV13144 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV598 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |================                                  |  31% #>  #> ####processing: ASV654 #####4 #>  #> ---hits: ASV1550 #> ---hits: ASV3594 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV697 #####4 #>  #> ---hits: ASV428 #> ---hits: ASV1259 #> ---hits: ASV552 #> ---hits: ASV934 #> ---hits: ASV116 #> ---hits: ASV427 #> ---hits: ASV564 #> ---hits: ASV756 #> ---hits: ASV1495 #> ---hits: ASV16534 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV428 #> ---potential parent: ASV1164 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV4284 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV737 #####4 #>  #> ---hits: ASV1369 #> ---hits: ASV715 #> ---hits: ASV981 #> ---hits: ASV963 #> ---hits: ASV172 #> ---hits: ASV313 #> ---hits: ASV4624 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV313 #> ---potential parent: ASV462 #> ---potential parent: ASV715 #> ---potential parent: ASV963 #> ---potential parent: ASV9814 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3134 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV4624 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV7154 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV9634 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV9814 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> No parent found! #> 4 #>  #> ####processing: ASV741 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |================                                  |  32% #>  #> ####processing: ASV773 #####4 #>  #> ---hits: ASV1024 #> ---hits: ASV28 #> ---hits: ASV367 #> ---hits: ASV1375 #> ---hits: ASV13764 #>  #> ---potential parent: ASV28 #> ---potential parent: ASV3674 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3674 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> No parent found! #> 4 #>  #> ####processing: ASV801 #####4 #>  #> ---hits: ASV1461 #> ---hits: ASV1155 #> ---hits: ASV1632 #> ---hits: ASV13404 #>  #> ---potential parent: ASV13404 #>  #> ------checking: ASV13404 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV953 #####4 #>  #> ---hits: ASV618 #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV1261 #> ---hits: ASV780 #> ---hits: ASV906 #> ---hits: ASV651 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV1484 #>  #> ---potential parent: ASV906 #> ---potential parent: ASV618 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV12614 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.64 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> No parent found! #> 4 #>  #> ####processing: ASV981 #####4 #>  #> ---hits: ASV715 #> ---hits: ASV963 #> ---hits: ASV737 #> ---hits: ASV1369 #> ---hits: ASV1724 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV715 #> ---potential parent: ASV963 #> ---potential parent: ASV7374 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.333333333333334 #>  which is OK!4 #>  #> SETTING ASV981 to be an ERROR of ASV172 #> 4 #>  #> ------checking: ASV7154 #>  #> ------checking: ASV9634 #>  #> ------checking: ASV7374 #>  #> ####processing: ASV1097 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1236 #####4 #>  #> ---hits: ASV1304 #> ---hits: ASV1300 #> ---hits: ASV1588 #> ---hits: ASV1294 #> ---hits: ASV16584 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV13044 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> No parent found! #> 4 #>    |                                                           |================                                  |  33% #>  #> ####processing: ASV1247 #####4 #>  #> ---hits: ASV962 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV576 #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV3754 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV541 #> ---potential parent: ASV962 #> ---potential parent: ASV10274 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 43.09090909090914 #>  which is OK!4 #>  #> SETTING ASV1247 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV5414 #>  #> ------checking: ASV9624 #>  #> ------checking: ASV10274 #>  #> ####processing: ASV1261 #####4 #>  #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV953 #> ---hits: ASV618 #> ---hits: ASV780 #> ---hits: ASV564 #> ---hits: ASV836 #> ---hits: ASV148 #> ---hits: ASV92 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV618 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV9534 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.896551724137934 #>  which is OK!4 #>  #> SETTING ASV1261 to be an ERROR of ASV346 #> 4 #>  #> ------checking: ASV5924 #>  #> ------checking: ASV9534 #>  #> ####processing: ASV1311 #####4 #>  #> ---hits: ASV1125 #> ---hits: ASV1143 #> ---hits: ASV927 #> ---hits: ASV1396 #> ---hits: ASV604 #> ---hits: ASV891 #> ---hits: ASV1233 #> ---hits: ASV1297 #> ---hits: ASV546 #> ---hits: ASV5694 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV9274 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> No parent found! #> 4 #>    |                                                           |=================                                 |  33% #>  #> ####processing: ASV1434 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1518 #####4 #>  #> ---hits: ASV420 #> ---hits: ASV505 #> ---hits: ASV509 #> ---hits: ASV790 #> ---hits: ASV662 #> ---hits: ASV1052 #> ---hits: ASV1410 #> ---hits: ASV1427 #> ---hits: ASV724 #> ---hits: ASV11984 #>  #> ---potential parent: ASV509 #> ---potential parent: ASV662 #> ---potential parent: ASV505 #> ---potential parent: ASV724 #> ---potential parent: ASV1198 #> ---potential parent: ASV420 #> ---potential parent: ASV790 #> ---potential parent: ASV1052 #> ---potential parent: ASV1427 #> ---potential parent: ASV14104 #>  #> ------checking: ASV5094 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV6624 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV5054 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV7244 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV11984 #>  #> ------relative cooccurence: 0.7777777777777784 #>  #> ------checking: ASV4204 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV7904 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10524 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV14274 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV14104 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1557 #####4 #>  #> ---hits: ASV89 #> ---hits: ASV1101 #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV3134 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV4624 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 0.7777777777777784 #>  #> ------checking: ASV3134 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV4624 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1558 #####4 #>  #> ---hits: ASV1030 #> ---hits: ASV1303 #> ---hits: ASV1458 #> ---hits: ASV1454 #> ---hits: ASV1562 #> ---hits: ASV746 #> ---hits: ASV1332 #> ---hits: ASV693 #> ---hits: ASV1409 #> ---hits: ASV5374 #>  #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV10304 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 0.4444444444444444 #>  #> No parent found! #> 4 #>    |                                                           |=================                                 |  34% #>  #> ####processing: ASV1603 #####4 #>  #> ---hits: ASV1036 #> ---hits: ASV1020 #> ---hits: ASV60 #> ---hits: ASV796 #> ---hits: ASV984 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV13804 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.5555555555555564 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.7777777777777784 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.2222222222222224 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.1111111111111114 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1690 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV35 #####4 #>  #> ---hits: ASV53 #> ---hits: ASV58 #> ---hits: ASV205 #> ---hits: ASV99 #> ---hits: ASV364 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV584 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 0.8754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV46 #####4 #>  #> ---hits: ASV175 #> ---hits: ASV162 #> ---hits: ASV752 #> ---hits: ASV6944 #>  #> ---potential parent: ASV175 #> ---potential parent: ASV6944 #>  #> ------checking: ASV1754 #>  #> ------relative cooccurence: 0.8754 #>  #> ------checking: ASV6944 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV58 #####4 #>  #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV364 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV354 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 0.8754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV119 #####4 #>  #> ---hits: ASV578 #> ---hits: ASV637 #> ---hits: ASV1015 #> ---hits: ASV903 #> ---hits: ASV1134 #> ---hits: ASV6974 #>  #> ---potential parent: ASV6974 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=================                                 |  35% #>  #> ####processing: ASV124 #####4 #>  #> ---hits: ASV142 #> ---hits: ASV1044 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV201 #####4 #>  #> ---hits: ASV43 #> ---hits: ASV542 #> ---hits: ASV1387 #> ---hits: ASV507 #> ---hits: ASV915 #> ---hits: ASV999 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV3414 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV507 #> ---potential parent: ASV9994 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV5424 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV5074 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9994 #>  #> ------relative cooccurence: 0.3754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV227 #####4 #>  #> ---hits: ASV238 #> ---hits: ASV285 #> ---hits: ASV305 #> ---hits: ASV15654 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==================                                |  35% #>  #> ####processing: ASV444 #####4 #>  #> ---hits: ASV9984 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV475 #####4 #>  #> ---hits: ASV1451 #> ---hits: ASV91 #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV8514 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV533 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV534 #####4 #>  #> ---hits: ASV313 #> ---hits: ASV89 #> ---hits: ASV462 #> ---hits: ASV1101 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1058 #> ---hits: ASV1459 #> ---hits: ASV1548 #> ---hits: ASV9264 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV926 #> ---potential parent: ASV1058 #> ---potential parent: ASV462 #> ---potential parent: ASV15574 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.79629629629634 #>  which is OK!4 #>  #> SETTING ASV534 to be an ERROR of ASV89 #> 4 #>  #> ------checking: ASV3134 #>  #> ------checking: ASV9264 #>  #> ------checking: ASV10584 #>  #> ------checking: ASV4624 #>  #> ------checking: ASV15574 #>    |                                                           |==================                                |  36% #>  #> ####processing: ASV569 #####4 #>  #> ---hits: ASV546 #> ---hits: ASV727 #> ---hits: ASV1233 #> ---hits: ASV1396 #> ---hits: ASV1125 #> ---hits: ASV13114 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV727 #> ---potential parent: ASV1311 #> ---potential parent: ASV13964 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV7274 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV602 #####4 #>  #> ---hits: ASV12724 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV635 #####4 #>  #> ---hits: ASV1356 #> ---hits: ASV12794 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV730 #####4 #>  #> ---hits: ASV377 #> ---hits: ASV440 #> ---hits: ASV404 #> ---hits: ASV545 #> ---hits: ASV248 #> ---hits: ASV840 #> ---hits: ASV943 #> ---hits: ASV488 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV488 #> ---potential parent: ASV6154 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.6254 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.6254 #>  #> ------checking: ASV6154 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV731 #####4 #>  #> ---hits: ASV266 #> ---hits: ASV24 #> ---hits: ASV736 #> ---hits: ASV979 #> ---hits: ASV986 #> ---hits: ASV1271 #> ---hits: ASV1078 #> ---hits: ASV1467 #> ---hits: ASV858 #> ---hits: ASV10104 #>  #> ---potential parent: ASV24 #> ---potential parent: ASV266 #> ---potential parent: ASV10784 #>  #> ------checking: ASV244 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV2664 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV10784 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV748 #####4 #>  #> ---hits: ASV771 #> ---hits: ASV171 #> ---hits: ASV7534 #>  #> ---potential parent: ASV771 #> ---potential parent: ASV1714 #>  #> ------checking: ASV7714 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV1714 #>  #> ------relative cooccurence: 0.6254 #>  #> No parent found! #> 4 #>    |                                                           |==================                                |  37% #>  #> ####processing: ASV875 #####4 #>  #> ---hits: ASV7874 #>  #> ---potential parent: ASV7874 #>  #> ------checking: ASV7874 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV975 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV989 #> ---hits: ASV816 #> ---hits: ASV853 #> ---hits: ASV1337 #> ---hits: ASV865 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV853 #> ---potential parent: ASV466 #> ---potential parent: ASV13374 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV975 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV8164 #>  #> ------checking: ASV8534 #>  #> ------checking: ASV4664 #>  #> ------checking: ASV13374 #>  #> ####processing: ASV988 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===================                               |  37% #>  #> ####processing: ASV1176 #####4 #>  #> ---hits: ASV443 #> ---hits: ASV1111 #> ---hits: ASV368 #> ---hits: ASV785 #> ---hits: ASV292 #> ---hits: ASV566 #> ---hits: ASV961 #> ---hits: ASV984 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV292 #> ---potential parent: ASV5664 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.8947368421052634 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 0.8754 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV5664 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1276 #####4 #>  #> ---hits: ASV159 #> ---hits: ASV52 #> ---hits: ASV8804 #>  #> ---potential parent: ASV52 #> ---potential parent: ASV159 #> ---potential parent: ASV8804 #>  #> ------checking: ASV524 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.254 #>  which is OK!4 #>  #> SETTING ASV1276 to be an ERROR of ASV52 #> 4 #>  #> ------checking: ASV1594 #>  #> ------checking: ASV8804 #>  #> ####processing: ASV1290 #####4 #>  #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV796 #> ---hits: ASV984 #> ---hits: ASV415 #> ---hits: ASV1036 #> ---hits: ASV1380 #> ---hits: ASV1020 #> ---hits: ASV1011 #> ---hits: ASV16034 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV16034 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV16034 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1396 #####4 #>  #> ---hits: ASV1125 #> ---hits: ASV1311 #> ---hits: ASV546 #> ---hits: ASV1233 #> ---hits: ASV727 #> ---hits: ASV927 #> ---hits: ASV1143 #> ---hits: ASV569 #> ---hits: ASV6044 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV727 #> ---potential parent: ASV927 #> ---potential parent: ASV1311 #> ---potential parent: ASV5694 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.3754 #>  #> ------checking: ASV7274 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 0.1254 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5694 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>    |                                                           |===================                               |  38% #>  #> ####processing: ASV1109 #####4 #>  #> ---hits: ASV1628 #> ---hits: ASV1006 #> ---hits: ASV12334 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV32 #####4 #>  #> ---hits: ASV388 #> ---hits: ASV476 #> ---hits: ASV557 #> ---hits: ASV6894 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV85 #####4 #>  #> ---hits: ASV4834 #>  #> ---potential parent: ASV4834 #>  #> ------checking: ASV4834 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> No parent found! #> 4 #>  #> ####processing: ASV91 #####4 #>  #> ---hits: ASV475 #> ---hits: ASV1451 #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV8514 #>  #> ---potential parent: ASV4754 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV144 #####4 #>  #> ---hits: ASV616 #> ---hits: ASV3844 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV176 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===================                               |  39% #>  #> ####processing: ASV264 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV279 #####4 #>  #> ---hits: ASV133 #> ---hits: ASV833 #> ---hits: ASV221 #> ---hits: ASV358 #> ---hits: ASV405 #> ---hits: ASV930 #> ---hits: ASV69 #> ---hits: ASV966 #> ---hits: ASV776 #> ---hits: ASV7974 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV930 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV7764 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV314 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |====================                              |  39% #>  #> ####processing: ASV359 #####4 #>  #> ---hits: ASV1550 #> ---hits: ASV6544 #>  #> ---potential parent: ASV6544 #>  #> ------checking: ASV6544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV483 #####4 #>  #> ---hits: ASV854 #>  #> ---potential parent: ASV854 #>  #> ------checking: ASV854 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> No parent found! #> 4 #>  #> ####processing: ASV530 #####4 #>  #> ---hits: ASV673 #> ---hits: ASV1218 #> ---hits: ASV1420 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1469 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV632 #> ---hits: ASV5634 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV12184 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV545 #####4 #>  #> ---hits: ASV404 #> ---hits: ASV730 #> ---hits: ASV943 #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV840 #> ---hits: ASV440 #> ---hits: ASV488 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV488 #> ---potential parent: ASV615 #> ---potential parent: ASV7304 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV6154 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7304 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |====================                              |  40% #>  #> ####processing: ASV564 #####4 #>  #> ---hits: ASV148 #> ---hits: ASV836 #> ---hits: ASV92 #> ---hits: ASV837 #> ---hits: ASV1261 #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV1495 #> ---hits: ASV1468 #> ---hits: ASV6974 #>  #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV697 #> ---potential parent: ASV1261 #> ---potential parent: ASV14954 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV577 #####4 #>  #> ---hits: ASV8704 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV637 #####4 #>  #> ---hits: ASV119 #> ---hits: ASV578 #> ---hits: ASV1015 #> ---hits: ASV1134 #> ---hits: ASV9034 #>  #> ---potential parent: ASV1194 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV650 #####4 #>  #> ---hits: ASV537 #> ---hits: ASV1332 #> ---hits: ASV1303 #> ---hits: ASV1230 #> ---hits: ASV378 #> ---hits: ASV504 #> ---hits: ASV860 #> ---hits: ASV772 #> ---hits: ASV746 #> ---hits: ASV14094 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV772 #> ---potential parent: ASV1409 #> ---potential parent: ASV504 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV860 #> ---potential parent: ASV13034 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV5044 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8604 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV667 #####4 #>  #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV1055 #> ---hits: ASV614 #> ---hits: ASV139 #> ---hits: ASV244 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV7444 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV12684 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV685 #####4 #>  #> ---hits: ASV199 #> ---hits: ASV310 #> ---hits: ASV543 #> ---hits: ASV692 #> ---hits: ASV10374 #>  #> ---potential parent: ASV310 #> ---potential parent: ASV543 #> ---potential parent: ASV1994 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV5434 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV1994 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |====================                              |  41% #>  #> ####processing: ASV726 #####4 #>  #> ---hits: ASV137 #> ---hits: ASV45 #> ---hits: ASV760 #> ---hits: ASV996 #> ---hits: ASV1067 #> ---hits: ASV711 #> ---hits: ASV1167 #> ---hits: ASV1381 #> ---hits: ASV940 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV11674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV760 #####4 #>  #> ---hits: ASV137 #> ---hits: ASV45 #> ---hits: ASV1381 #> ---hits: ASV711 #> ---hits: ASV996 #> ---hits: ASV1067 #> ---hits: ASV726 #> ---hits: ASV1167 #> ---hits: ASV1484 #> ---hits: ASV9404 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV996 #> ---potential parent: ASV11674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV776 #####4 #>  #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV556 #> ---hits: ASV797 #> ---hits: ASV966 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV930 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV9144 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV776 to be an ERROR of ASV69 #> 4 #>  #> ------checking: ASV3584 #>  #> ------checking: ASV5564 #>  #> ------checking: ASV9304 #>  #> ------checking: ASV7974 #>  #> ------checking: ASV9664 #>  #> ------checking: ASV4054 #>  #> ------checking: ASV9144 #>    |                                                           |=====================                             |  41% #>  #> ####processing: ASV785 #####4 #>  #> ---hits: ASV1111 #> ---hits: ASV443 #> ---hits: ASV368 #> ---hits: ASV1176 #> ---hits: ASV566 #> ---hits: ASV292 #> ---hits: ASV98 #> ---hits: ASV9614 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV292 #> ---potential parent: ASV566 #> ---potential parent: ASV11764 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.8943396226415094 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.596226415094344 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV5664 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV11764 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>  #> ####processing: ASV814 #####4 #>  #> ---hits: ASV491 #> ---hits: ASV1223 #> ---hits: ASV145 #> ---hits: ASV2104 #>  #> ---potential parent: ASV1454 #>  #> ------checking: ASV1454 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV814 to be an ERROR of ASV145 #> 4 #>  #> ####processing: ASV834 #####4 #>  #> ---hits: ASV355 #> ---hits: ASV1514 #>  #> ---potential parent: ASV151 #> ---potential parent: ASV3554 #>  #> ------checking: ASV1514 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV3554 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>  #> ####processing: ASV892 #####4 #>  #> ---hits: ASV1438 #> ---hits: ASV1031 #> ---hits: ASV1658 #> ---hits: ASV1239 #> ---hits: ASV1510 #> ---hits: ASV895 #> ---hits: ASV1563 #> ---hits: ASV1471 #> ---hits: ASV1470 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV1300 #> ---potential parent: ASV895 #> ---potential parent: ASV14384 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |=====================                             |  42% #>  #> ####processing: ASV895 #####4 #>  #> ---hits: ASV1470 #> ---hits: ASV1239 #> ---hits: ASV892 #> ---hits: ASV1563 #> ---hits: ASV1438 #> ---hits: ASV1510 #> ---hits: ASV1031 #> ---hits: ASV1471 #> ---hits: ASV1658 #> ---hits: ASV14374 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV14384 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV914 #####4 #>  #> ---hits: ASV966 #> ---hits: ASV930 #> ---hits: ASV69 #> ---hits: ASV405 #> ---hits: ASV358 #> ---hits: ASV776 #> ---hits: ASV797 #> ---hits: ASV556 #> ---hits: ASV221 #> ---hits: ASV8334 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV930 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV7764 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1067961165048544 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV950 #####4 #>  #> ---hits: ASV906 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV828 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV1192 #> ---hits: ASV1319 #> ---hits: ASV1224 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1224 #> ---potential parent: ASV13594 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12244 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV996 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV1067 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV940 #> ---hits: ASV1381 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV11674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.8571428571428574 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1129 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1167 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV1067 #> ---hits: ASV996 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV726 #> ---hits: ASV1381 #> ---hits: ASV940 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV9964 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=====================                             |  43% #>  #> ####processing: ASV1212 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1218 #####4 #>  #> ---hits: ASV673 #> ---hits: ASV530 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV632 #> ---hits: ASV1469 #> ---hits: ASV1420 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV16574 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV5304 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1279 #####4 #>  #> ---hits: ASV635 #> ---hits: ASV13564 #>  #> ---potential parent: ASV6354 #>  #> ------checking: ASV6354 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> No parent found! #> 4 #>    |                                                           |======================                            |  43% #>  #> ####processing: ASV1297 #####4 #>  #> ---hits: ASV891 #> ---hits: ASV604 #> ---hits: ASV13114 #>  #> ---potential parent: ASV13114 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1303 #####4 #>  #> ---hits: ASV378 #> ---hits: ASV1332 #> ---hits: ASV746 #> ---hits: ASV1562 #> ---hits: ASV1030 #> ---hits: ASV1230 #> ---hits: ASV1558 #> ---hits: ASV1458 #> ---hits: ASV1200 #> ---hits: ASV6934 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV693 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV1030 #> ---potential parent: ASV1558 #> ---potential parent: ASV15624 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1370 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1419 #####4 #>  #> ---hits: ASV1704 #> ---hits: ASV43 #> ---hits: ASV999 #> ---hits: ASV341 #> ---hits: ASV667 #> ---hits: ASV11174 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV999 #> ---potential parent: ASV6674 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9994 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>    |                                                           |======================                            |  44% #>  #> ####processing: ASV1438 #####4 #>  #> ---hits: ASV1031 #> ---hits: ASV1239 #> ---hits: ASV892 #> ---hits: ASV1658 #> ---hits: ASV895 #> ---hits: ASV1510 #> ---hits: ASV1563 #> ---hits: ASV1470 #> ---hits: ASV1471 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV1300 #> ---potential parent: ASV892 #> ---potential parent: ASV8954 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.7142857142857144 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1459 #####4 #>  #> ---hits: ASV1059 #> ---hits: ASV1058 #> ---hits: ASV926 #> ---hits: ASV717 #> ---hits: ASV729 #> ---hits: ASV1493 #> ---hits: ASV918 #> ---hits: ASV399 #> ---hits: ASV462 #> ---hits: ASV10224 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV462 #> ---potential parent: ASV7294 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV4624 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1467 #####4 #>  #> ---hits: ASV1078 #> ---hits: ASV178 #> ---hits: ASV1131 #> ---hits: ASV19 #> ---hits: ASV594 #> ---hits: ASV333 #> ---hits: ASV1010 #> ---hits: ASV1271 #> ---hits: ASV858 #> ---hits: ASV9864 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV1078 #> ---potential parent: ASV3334 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 244 #>  which is OK!4 #>  #> SETTING ASV1467 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>  #> ------checking: ASV3334 #>  #> ####processing: ASV1495 #####4 #>  #> ---hits: ASV564 #> ---hits: ASV1261 #> ---hits: ASV579 #> ---hits: ASV148 #> ---hits: ASV500 #> ---hits: ASV816 #> ---hits: ASV1388 #> ---hits: ASV254 #> ---hits: ASV989 #> ---hits: ASV12254 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV1261 #> ---potential parent: ASV5644 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 0.5714285714285714 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1532 #####4 #>  #> ---hits: ASV1455 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV1020 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV12904 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV12904 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1562 #####4 #>  #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV1200 #> ---hits: ASV1458 #> ---hits: ASV378 #> ---hits: ASV1030 #> ---hits: ASV1558 #> ---hits: ASV746 #> ---hits: ASV1230 #> ---hits: ASV14094 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV1409 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV1030 #> ---potential parent: ASV1558 #> ---potential parent: ASV13034 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> No parent found! #> 4 #>    |                                                           |======================                            |  45% #>  #> ####processing: ASV1233 #####4 #>  #> ---hits: ASV1396 #> ---hits: ASV569 #> ---hits: ASV546 #> ---hits: ASV727 #> ---hits: ASV1125 #> ---hits: ASV1311 #> ---hits: ASV1628 #> ---hits: ASV9274 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV727 #> ---potential parent: ASV927 #> ---potential parent: ASV1311 #> ---potential parent: ASV569 #> ---potential parent: ASV13964 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV7274 #>  #> ------relative cooccurence: 0.2857142857142864 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 0.4285714285714294 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> ------checking: ASV5694 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 0.1428571428571434 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1635 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV67 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV6244 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV1074 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6244 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |=======================                           |  45% #>  #> ####processing: ASV104 #####4 #>  #> ---hits: ASV142 #> ---hits: ASV1244 #>  #> ---potential parent: ASV124 #> ---potential parent: ASV1424 #>  #> ------checking: ASV1244 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV1424 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV142 #####4 #>  #> ---hits: ASV124 #> ---hits: ASV1044 #>  #> ---potential parent: ASV124 #> ---potential parent: ASV1044 #>  #> ------checking: ASV1244 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV1044 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV205 #####4 #>  #> ---hits: ASV35 #> ---hits: ASV364 #> ---hits: ASV53 #> ---hits: ASV58 #> ---hits: ASV99 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV584 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1357142857142864 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.04615384615384624 #>  #> No parent found! #> 4 #>  #> ####processing: ASV210 #####4 #>  #> ---hits: ASV145 #> ---hits: ASV491 #> ---hits: ASV814 #> ---hits: ASV12234 #>  #> ---potential parent: ASV145 #> ---potential parent: ASV8144 #>  #> ------checking: ASV1454 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8144 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |=======================                           |  46% #>  #> ####processing: ASV238 #####4 #>  #> ---hits: ASV227 #> ---hits: ASV285 #> ---hits: ASV305 #> ---hits: ASV15654 #>  #> ---potential parent: ASV2274 #>  #> ------checking: ASV2274 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV271 #####4 #>  #> ---hits: ASV700 #> ---hits: ASV5154 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV322 #####4 #>  #> ---hits: ASV65 #> ---hits: ASV3654 #>  #> ---potential parent: ASV65 #> ---potential parent: ASV3654 #>  #> ------checking: ASV654 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3654 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV594 #####4 #>  #> ---hits: ASV178 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV1131 #> ---hits: ASV1467 #> ---hits: ASV1010 #> ---hits: ASV858 #> ---hits: ASV1078 #> ---hits: ASV1271 #> ---hits: ASV9864 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV1078 #> ---potential parent: ASV333 #> ---potential parent: ASV1467 #> ---potential parent: ASV858 #> ---potential parent: ASV9864 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 64 #>  which is OK!4 #>  #> SETTING ASV594 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV14674 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ####processing: ASV605 #####4 #>  #> ---hits: ASV1437 #> ---hits: ASV1471 #> ---hits: ASV1563 #> ---hits: ASV1470 #> ---hits: ASV1510 #> ---hits: ASV1304 #> ---hits: ASV892 #> ---hits: ASV1658 #> ---hits: ASV895 #> ---hits: ASV14384 #>  #> ---potential parent: ASV1304 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV15104 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV15104 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV616 #####4 #>  #> ---hits: ASV144 #> ---hits: ASV3844 #>  #> ---potential parent: ASV1444 #>  #> ------checking: ASV1444 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |=======================                           |  47% #>  #> ####processing: ASV624 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV674 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24.43365695792884 #>  which is OK!4 #>  #> SETTING ASV624 to be an ERROR of ASV12 #> 4 #>  #> ------checking: ASV1074 #>  #> ------checking: ASV674 #>  #> ####processing: ASV632 #####4 #>  #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV1218 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV5304 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV12184 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV633 #####4 #>  #> ---hits: ASV29 #> ---hits: ASV294 #> ---hits: ASV16654 #>  #> ---potential parent: ASV294 #>  #> ------checking: ASV294 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>    |                                                           |========================                          |  47% #>  #> ####processing: ASV665 #####4 #>  #> ---hits: ASV2864 #>  #> ---potential parent: ASV2864 #>  #> ------checking: ASV2864 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV711 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV760 #> ---hits: ASV1067 #> ---hits: ASV1484 #> ---hits: ASV1381 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV9404 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV14844 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14844 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV722 #####4 #>  #> ---hits: ASV344 #> ---hits: ASV729 #> ---hits: ASV917 #> ---hits: ASV399 #> ---hits: ASV926 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV1663 #> ---hits: ASV14934 #>  #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV729 #> ---potential parent: ASV344 #> ---potential parent: ASV917 #> ---potential parent: ASV14934 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1666666666666674 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14934 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV743 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |========================                          |  48% #>  #> ####processing: ASV796 #####4 #>  #> ---hits: ASV984 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV1020 #> ---hits: ASV1290 #> ---hits: ASV1036 #> ---hits: ASV415 #> ---hits: ASV1380 #> ---hits: ASV1011 #> ---hits: ASV16034 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1603 #> ---potential parent: ASV12904 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10364 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV16034 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV12904 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV823 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV839 #####4 #>  #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV959 #> ---hits: ASV383 #> ---hits: ASV764 #> ---hits: ASV1338 #> ---hits: ASV10534 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV2724 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV858 #####4 #>  #> ---hits: ASV1271 #> ---hits: ASV19 #> ---hits: ASV979 #> ---hits: ASV333 #> ---hits: ASV736 #> ---hits: ASV178 #> ---hits: ASV594 #> ---hits: ASV24 #> ---hits: ASV1131 #> ---hits: ASV10104 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV178 #> ---potential parent: ASV333 #> ---potential parent: ASV5944 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.54 #>  which is OK!4 #>  #> SETTING ASV858 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV5944 #>  #> ####processing: ASV891 #####4 #>  #> ---hits: ASV604 #> ---hits: ASV1297 #> ---hits: ASV1311 #> ---hits: ASV11254 #>  #> ---potential parent: ASV1311 #> ---potential parent: ASV12974 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12974 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV917 #####4 #>  #> ---hits: ASV722 #> ---hits: ASV344 #> ---hits: ASV399 #> ---hits: ASV729 #> ---hits: ASV926 #> ---hits: ASV717 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV1663 #> ---hits: ASV14934 #>  #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV729 #> ---potential parent: ASV344 #> ---potential parent: ASV722 #> ---potential parent: ASV14934 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7224 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14934 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |========================                          |  49% #>  #> ####processing: ASV943 #####4 #>  #> ---hits: ASV545 #> ---hits: ASV488 #> ---hits: ASV840 #> ---hits: ASV404 #> ---hits: ASV730 #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV440 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV488 #> ---potential parent: ASV615 #> ---potential parent: ASV730 #> ---potential parent: ASV5454 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.254 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1254 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV6154 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7304 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV5454 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV969 #####4 #>  #> ---hits: ASV1014 #> ---hits: ASV1386 #> ---hits: ASV1944 #>  #> ---potential parent: ASV194 #> ---potential parent: ASV13864 #>  #> ------checking: ASV1944 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV13864 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.09090909090909094 #>  #> No parent found! #> 4 #>  #> ####processing: ASV986 #####4 #>  #> ---hits: ASV1010 #> ---hits: ASV24 #> ---hits: ASV736 #> ---hits: ASV266 #> ---hits: ASV979 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV731 #> ---hits: ASV178 #> ---hits: ASV12714 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV178 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV7314 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.555555555555564 #>  which is OK!4 #>  #> SETTING ASV986 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV2664 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV7314 #>    |                                                           |=========================                         |  49% #>  #> ####processing: ASV1066 #####4 #>  #> ---hits: ASV1011 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV60 #> ---hits: ASV1380 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1020 #> ---hits: ASV10364 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1290 #> ---potential parent: ASV7964 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.254 #>  which is OK!4 #>  #> SETTING ASV1066 to be an ERROR of ASV113 #> 4 #>  #> ------checking: ASV10364 #>  #> ------checking: ASV10204 #>  #> ------checking: ASV10114 #>  #> ------checking: ASV9844 #>  #> ------checking: ASV13804 #>  #> ------checking: ASV12904 #>  #> ------checking: ASV7964 #>  #> ####processing: ASV1101 #####4 #>  #> ---hits: ASV89 #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV313 #> ---hits: ASV1557 #> ---hits: ASV918 #> ---hits: ASV1058 #> ---hits: ASV1459 #> ---hits: ASV15484 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV1058 #> ---potential parent: ASV462 #> ---potential parent: ASV1557 #> ---potential parent: ASV534 #> ---potential parent: ASV14594 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV1101 to be an ERROR of ASV89 #> 4 #>  #> ------checking: ASV3134 #>  #> ------checking: ASV10584 #>  #> ------checking: ASV4624 #>  #> ------checking: ASV15574 #>  #> ------checking: ASV5344 #>  #> ------checking: ASV14594 #>  #> ####processing: ASV1111 #####4 #>  #> ---hits: ASV443 #> ---hits: ASV785 #> ---hits: ASV1176 #> ---hits: ASV368 #> ---hits: ASV292 #> ---hits: ASV961 #> ---hits: ASV566 #> ---hits: ASV984 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV292 #> ---potential parent: ASV566 #> ---potential parent: ASV1176 #> ---potential parent: ASV7854 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.9042553191489364 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV5664 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV11764 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7854 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1152 #####4 #>  #> ---hits: ASV795 #> ---hits: ASV839 #> ---hits: ASV764 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV1305 #> ---hits: ASV81 #> ---hits: ASV1053 #> ---hits: ASV383 #> ---hits: ASV9594 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV8394 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=========================                         |  50% #>  #> ####processing: ASV1179 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1213 #####4 #>  #> ---hits: ASV1004 #> ---hits: ASV14044 #>  #> ---potential parent: ASV10044 #>  #> ------checking: ASV10044 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1259 #####4 #>  #> ---hits: ASV756 #> ---hits: ASV427 #> ---hits: ASV934 #> ---hits: ASV904 #> ---hits: ASV1278 #> ---hits: ASV1035 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV1007 #> ---hits: ASV13594 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV904 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1359 #> ---potential parent: ASV10354 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10354 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1320 #####4 #>  #> ---hits: ASV8984 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1356 #####4 #>  #> ---hits: ASV635 #> ---hits: ASV12794 #>  #> ---potential parent: ASV635 #> ---potential parent: ASV12794 #>  #> ------checking: ASV6354 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV12794 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1369 #####4 #>  #> ---hits: ASV737 #> ---hits: ASV715 #> ---hits: ASV981 #> ---hits: ASV963 #> ---hits: ASV1724 #>  #> ---potential parent: ASV172 #> ---potential parent: ASV715 #> ---potential parent: ASV963 #> ---potential parent: ASV737 #> ---potential parent: ASV9814 #>  #> ------checking: ASV1724 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7154 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV9634 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV7374 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9814 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |=========================                         |  51% #>  #> ####processing: ASV1386 #####4 #>  #> ---hits: ASV1014 #> ---hits: ASV969 #> ---hits: ASV1944 #>  #> ---potential parent: ASV194 #> ---potential parent: ASV9694 #>  #> ------checking: ASV1944 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV9694 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.07407407407407414 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1484 #####4 #>  #> ---hits: ASV711 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV760 #> ---hits: ASV1067 #> ---hits: ASV1381 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV9404 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV7114 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1493 #####4 #>  #> ---hits: ASV1022 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV926 #> ---hits: ASV1663 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV917 #> ---hits: ASV7294 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV729 #> ---potential parent: ASV9174 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.8333333333333334 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1510 #####4 #>  #> ---hits: ASV892 #> ---hits: ASV1563 #> ---hits: ASV1438 #> ---hits: ASV895 #> ---hits: ASV1239 #> ---hits: ASV1031 #> ---hits: ASV1471 #> ---hits: ASV1658 #> ---hits: ASV1470 #> ---hits: ASV14374 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV14384 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.1666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |==========================                        |  51% #>  #> ####processing: ASV1588 #####4 #>  #> ---hits: ASV1294 #> ---hits: ASV1236 #> ---hits: ASV1304 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV1304 #> ---potential parent: ASV12364 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV12364 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1684 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV47 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==========================                        |  52% #>  #> ####processing: ASV53 #####4 #>  #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV58 #> ---hits: ASV205 #> ---hits: ASV364 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV58 #> ---potential parent: ASV2054 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.51413397293134 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.456741476786024 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV59 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV133 #####4 #>  #> ---hits: ASV279 #> ---hits: ASV221 #> ---hits: ASV833 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV358 #> ---hits: ASV914 #> ---hits: ASV930 #> ---hits: ASV966 #> ---hits: ASV7764 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV930 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV279 #> ---potential parent: ASV776 #> ---potential parent: ASV9144 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV9304 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV2794 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2380952380952384 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9144 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV143 #####4 #>  #> ---hits: ASV3384 #>  #> ---potential parent: ASV3384 #>  #> ------checking: ASV3384 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV251 #####4 #>  #> ---hits: ASV1092 #> ---hits: ASV41 #> ---hits: ASV672 #> ---hits: ASV10454 #>  #> ---potential parent: ASV414 #>  #> ------checking: ASV414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.008038585209003214 #>  #> No parent found! #> 4 #>  #> ####processing: ASV320 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==========================                        |  53% #>  #> ####processing: ASV338 #####4 #>  #> ---hits: ASV1434 #>  #> ---potential parent: ASV1434 #>  #> ------checking: ASV1434 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV341 #####4 #>  #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV733 #> ---hits: ASV614 #> ---hits: ASV1055 #> ---hits: ASV139 #> ---hits: ASV244 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV7444 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV7444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV4194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> ------checking: ASV7334 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV7444 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV383 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV81 #> ---hits: ASV764 #> ---hits: ASV959 #> ---hits: ASV1053 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV764 #> ---potential parent: ASV10534 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV10534 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV415 #####4 #>  #> ---hits: ASV113 #> ---hits: ASV60 #> ---hits: ASV1380 #> ---hits: ASV1020 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1036 #> ---hits: ASV1066 #> ---hits: ASV1290 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1036 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1290 #> ---potential parent: ASV796 #> ---potential parent: ASV10664 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 34 #>  which is OK!4 #>  #> SETTING ASV415 to be an ERROR of ASV113 #> 4 #>  #> ------checking: ASV10364 #>  #> ------checking: ASV10204 #>  #> ------checking: ASV10114 #>  #> ------checking: ASV9844 #>  #> ------checking: ASV13804 #>  #> ------checking: ASV12904 #>  #> ------checking: ASV7964 #>  #> ------checking: ASV10664 #>    |                                                           |===========================                       |  53% #>  #> ####processing: ASV419 #####4 #>  #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV667 #> ---hits: ASV614 #> ---hits: ASV1055 #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV7444 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV733 #> ---potential parent: ASV7444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV3414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.7857142857142864 #>  #> ------checking: ASV7334 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV7444 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV500 #####4 #>  #> ---hits: ASV1453 #> ---hits: ASV254 #> ---hits: ASV653 #> ---hits: ASV579 #> ---hits: ASV1178 #> ---hits: ASV1225 #> ---hits: ASV55 #> ---hits: ASV816 #> ---hits: ASV865 #> ---hits: ASV9894 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV55 #> ---potential parent: ASV5794 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV554 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV549 #####4 #>  #> ---hits: ASV4224 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===========================                       |  54% #>  #> ####processing: ASV579 #####4 #>  #> ---hits: ASV254 #> ---hits: ASV653 #> ---hits: ASV1453 #> ---hits: ASV500 #> ---hits: ASV816 #> ---hits: ASV1178 #> ---hits: ASV1526 #> ---hits: ASV989 #> ---hits: ASV116 #> ---hits: ASV384 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV116 #> ---potential parent: ASV5004 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV596 #####4 #>  #> ---hits: ASV116 #> ---hits: ASV1107 #> ---hits: ASV1526 #> ---hits: ASV579 #> ---hits: ASV1225 #> ---hits: ASV653 #> ---hits: ASV697 #> ---hits: ASV254 #> ---hits: ASV500 #> ---hits: ASV9894 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV116 #> ---potential parent: ASV697 #> ---potential parent: ASV500 #> ---potential parent: ASV5794 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV604 #####4 #>  #> ---hits: ASV891 #> ---hits: ASV1297 #> ---hits: ASV1311 #> ---hits: ASV1396 #> ---hits: ASV11254 #>  #> ---potential parent: ASV1311 #> ---potential parent: ASV1396 #> ---potential parent: ASV1297 #> ---potential parent: ASV8914 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8914 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV733 #####4 #>  #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV614 #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV766 #> ---hits: ASV7444 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV7444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3754 #>  #> ------checking: ASV3414 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV4194 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV7444 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV736 #####4 #>  #> ---hits: ASV979 #> ---hits: ASV24 #> ---hits: ASV266 #> ---hits: ASV858 #> ---hits: ASV731 #> ---hits: ASV986 #> ---hits: ASV1271 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV10104 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV731 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV10104 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.206185567010314 #>  which is OK!4 #>  #> SETTING ASV736 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV2664 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV7314 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ------checking: ASV10104 #>  #> ####processing: ASV744 #####4 #>  #> ---hits: ASV766 #> ---hits: ASV244 #> ---hits: ASV139 #> ---hits: ASV1268 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV1055 #> ---hits: ASV6144 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV7334 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3414 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4194 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7334 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |===========================                       |  55% #>  #> ####processing: ASV764 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV81 #> ---hits: ASV1053 #> ---hits: ASV383 #> ---hits: ASV959 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV10534 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV764 to be an ERROR of ASV81 #> 4 #>  #> ------checking: ASV3394 #>  #> ------checking: ASV2724 #>  #> ------checking: ASV8394 #>  #> ------checking: ASV3834 #>  #> ------checking: ASV10534 #>  #> ####processing: ASV817 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV854 #####4 #>  #> ---hits: ASV255 #> ---hits: ASV570 #> ---hits: ASV14594 #>  #> ---potential parent: ASV255 #> ---potential parent: ASV14594 #>  #> ------checking: ASV2554 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV14594 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV870 #####4 #>  #> ---hits: ASV5774 #>  #> ---potential parent: ASV5774 #>  #> ------checking: ASV5774 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3333333333333334 #>  #> No parent found! #> 4 #>    |                                                           |============================                      |  55% #>  #> ####processing: ASV898 #####4 #>  #> ---hits: ASV13204 #>  #> ---potential parent: ASV13204 #>  #> ------checking: ASV13204 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV918 #####4 #>  #> ---hits: ASV717 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV926 #> ---hits: ASV1493 #> ---hits: ASV1663 #> ---hits: ASV1022 #> ---hits: ASV344 #> ---hits: ASV399 #> ---hits: ASV9174 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV344 #> ---potential parent: ASV917 #> ---potential parent: ASV14934 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV14934 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV941 #####4 #>  #> ---hits: ASV1289 #> ---hits: ASV33 #> ---hits: ASV78 #> ---hits: ASV652 #> ---hits: ASV1625 #> ---hits: ASV13134 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV1313 #> ---potential parent: ASV16254 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 194 #>  which is OK!4 #>  #> SETTING ASV941 to be an ERROR of ASV33 #> 4 #>  #> ------checking: ASV13134 #>  #> ------checking: ASV16254 #>    |                                                           |============================                      |  56% #>  #> ####processing: ASV942 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV961 #####4 #>  #> ---hits: ASV98 #> ---hits: ASV292 #> ---hits: ASV368 #> ---hits: ASV566 #> ---hits: ASV443 #> ---hits: ASV1111 #> ---hits: ASV1176 #> ---hits: ASV7854 #>  #> ---potential parent: ASV368 #> ---potential parent: ASV443 #> ---potential parent: ASV98 #> ---potential parent: ASV292 #> ---potential parent: ASV566 #> ---potential parent: ASV1176 #> ---potential parent: ASV785 #> ---potential parent: ASV11114 #>  #> ------checking: ASV3684 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2127659574468094 #>  #> ------checking: ASV4434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.07801418439716314 #>  #> ------checking: ASV984 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2765957446808514 #>  #> ------checking: ASV2924 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV5664 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV11764 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV7854 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV11114 #>  #> ------relative cooccurence: 0.64 #>  #> No parent found! #> 4 #>  #> ####processing: ASV973 #####4 #>  #> ---hits: ASV1468 #> ---hits: ASV459 #> ---hits: ASV671 #> ---hits: ASV1388 #> ---hits: ASV1653 #> ---hits: ASV564 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV10674 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV564 #> ---potential parent: ASV9964 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV995 #####4 #>  #> ---hits: ASV15074 #>  #> ---potential parent: ASV15074 #>  #> ------checking: ASV15074 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1010 #####4 #>  #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV986 #> ---hits: ASV178 #> ---hits: ASV1271 #> ---hits: ASV594 #> ---hits: ASV1131 #> ---hits: ASV1078 #> ---hits: ASV1467 #> ---hits: ASV8584 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV1078 #> ---potential parent: ASV333 #> ---potential parent: ASV1467 #> ---potential parent: ASV594 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV11314 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 4.489510489510494 #>  which is OK!4 #>  #> SETTING ASV1010 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV14674 #>  #> ------checking: ASV5944 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ------checking: ASV11314 #>  #> ####processing: ASV1053 #####4 #>  #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV81 #> ---hits: ASV383 #> ---hits: ASV959 #> ---hits: ASV795 #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV7644 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3834 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 0.64 #>  #> No parent found! #> 4 #>    |                                                           |============================                      |  57% #>  #> ####processing: ASV1131 #####4 #>  #> ---hits: ASV178 #> ---hits: ASV19 #> ---hits: ASV594 #> ---hits: ASV333 #> ---hits: ASV1467 #> ---hits: ASV1010 #> ---hits: ASV1078 #> ---hits: ASV858 #> ---hits: ASV1271 #> ---hits: ASV9864 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV178 #> ---potential parent: ASV1078 #> ---potential parent: ASV333 #> ---potential parent: ASV1467 #> ---potential parent: ASV594 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV10104 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 16.46153846153854 #>  which is OK!4 #>  #> SETTING ASV1131 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV10784 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV14674 #>  #> ------checking: ASV5944 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ------checking: ASV10104 #>  #> ####processing: ASV1144 #####4 #>  #> ---hits: ASV1263 #> ---hits: ASV795 #> ---hits: ASV839 #> ---hits: ASV1338 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV1305 #> ---hits: ASV959 #> ---hits: ASV339 #> ---hits: ASV7644 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV764 #> ---potential parent: ASV12634 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12634 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1155 #####4 #>  #> ---hits: ASV1461 #> ---hits: ASV801 #> ---hits: ASV16324 #>  #> ---potential parent: ASV801 #> ---potential parent: ASV16324 #>  #> ------checking: ASV8014 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV16324 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1164 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=============================                     |  57% #>  #> ####processing: ASV1223 #####4 #>  #> ---hits: ASV814 #> ---hits: ASV145 #> ---hits: ASV491 #> ---hits: ASV2104 #>  #> ---potential parent: ASV145 #> ---potential parent: ASV814 #> ---potential parent: ASV2104 #>  #> ------checking: ASV1454 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV8144 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV2104 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1079 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1263 #####4 #>  #> ---hits: ASV1144 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV839 #> ---hits: ASV1338 #> ---hits: ASV81 #> ---hits: ASV795 #> ---hits: ASV1053 #> ---hits: ASV13054 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV764 #> ---potential parent: ASV1053 #> ---potential parent: ASV11444 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10534 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV11444 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>    |                                                           |=============================                     |  58% #>  #> ####processing: ASV1313 #####4 #>  #> ---hits: ASV78 #> ---hits: ASV652 #> ---hits: ASV33 #> ---hits: ASV941 #> ---hits: ASV1289 #> ---hits: ASV16254 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV941 #> ---potential parent: ASV16254 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV9414 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV16254 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1319 #####4 #>  #> ---hits: ASV828 #> ---hits: ASV906 #> ---hits: ASV1074 #> ---hits: ASV1278 #> ---hits: ASV1192 #> ---hits: ASV1007 #> ---hits: ASV1359 #> ---hits: ASV950 #> ---hits: ASV756 #> ---hits: ASV12244 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV1192 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1224 #> ---potential parent: ASV1359 #> ---potential parent: ASV9504 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV11924 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12244 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13594 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV9504 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1376 #####4 #>  #> ---hits: ASV367 #> ---hits: ASV28 #> ---hits: ASV1024 #> ---hits: ASV1375 #> ---hits: ASV7734 #>  #> ---potential parent: ASV28 #> ---potential parent: ASV367 #> ---potential parent: ASV7734 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.3754 #>  which is OK!4 #>  #> SETTING ASV1376 to be an ERROR of ASV28 #> 4 #>  #> ------checking: ASV3674 #>  #> ------checking: ASV7734 #>  #> ####processing: ASV1381 #####4 #>  #> ---hits: ASV760 #> ---hits: ASV137 #> ---hits: ASV45 #> ---hits: ASV711 #> ---hits: ASV996 #> ---hits: ASV1067 #> ---hits: ASV726 #> ---hits: ASV1167 #> ---hits: ASV1484 #> ---hits: ASV9404 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV711 #> ---potential parent: ASV14844 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 124 #>  which is OK!4 #>  #> SETTING ASV1381 to be an ERROR of ASV137 #> 4 #>  #> ------checking: ASV454 #>  #> ------checking: ASV7264 #>  #> ------checking: ASV7604 #>  #> ------checking: ASV9964 #>  #> ------checking: ASV11674 #>  #> ------checking: ASV7114 #>  #> ------checking: ASV14844 #>  #> ####processing: ASV1404 #####4 #>  #> ---hits: ASV1004 #> ---hits: ASV12134 #>  #> ---potential parent: ASV1004 #> ---potential parent: ASV12134 #>  #> ------checking: ASV10044 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV12134 #>  #> ------relative cooccurence: 0.44 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1507 #####4 #>  #> ---hits: ASV9954 #>  #> ---potential parent: ASV9954 #>  #> ------checking: ASV9954 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>    |                                                           |=============================                     |  59% #>  #> ####processing: ASV1523 #####4 #>  #> ---hits: ASV12294 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1543 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1548 #####4 #>  #> ---hits: ASV89 #> ---hits: ASV462 #> ---hits: ASV534 #> ---hits: ASV1459 #> ---hits: ASV313 #> ---hits: ASV722 #> ---hits: ASV1058 #> ---hits: ASV399 #> ---hits: ASV344 #> ---hits: ASV7174 #>  #> ---potential parent: ASV89 #> ---potential parent: ASV313 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV462 #> ---potential parent: ASV344 #> ---potential parent: ASV534 #> ---potential parent: ASV1459 #> ---potential parent: ASV7224 #>  #> ------checking: ASV894 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3134 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4624 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5344 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV14594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7224 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1553 #####4 #>  #> ---hits: ASV26 #> ---hits: ASV1182 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV94 #> ---hits: ASV636 #> ---hits: ASV474 #> ---hits: ASV209 #> ---hits: ASV261 #> ---hits: ASV1704 #>  #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV1365 #> ---potential parent: ASV264 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.44 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV2094 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV4744 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3484 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV13654 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV264 #>  #> ------relative cooccurence: 0.84 #>  #> No parent found! #> 4 #>    |                                                           |==============================                    |  59% #>  #> ####processing: ASV1564 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1574 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1586 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==============================                    |  60% #>  #> ####processing: ASV1624 #####4 #>  #> ---hits: ASV1644 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV16444 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV16444 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1625 #####4 #>  #> ---hits: ASV1289 #> ---hits: ASV33 #> ---hits: ASV78 #> ---hits: ASV941 #> ---hits: ASV652 #> ---hits: ASV13134 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV941 #> ---potential parent: ASV13134 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 6.333333333333334 #>  which is OK!4 #>  #> SETTING ASV1625 to be an ERROR of ASV33 #> 4 #>  #> ------checking: ASV9414 #>  #> ------checking: ASV13134 #>  #> ####processing: ASV1630 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1632 #####4 #>  #> ---hits: ASV1340 #> ---hits: ASV801 #> ---hits: ASV1461 #> ---hits: ASV1155 #> ---hits: ASV9464 #>  #> ---potential parent: ASV1340 #> ---potential parent: ASV801 #> ---potential parent: ASV11554 #>  #> ------checking: ASV13404 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8014 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11554 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1644 #####4 #>  #> ---hits: ASV1624 #> ---hits: ASV1300 #> ---hits: ASV1304 #> ---hits: ASV14714 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV1304 #> ---potential parent: ASV16244 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV16244 #>  #> ------relative cooccurence: 0.24 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1658 #####4 #>  #> ---hits: ASV892 #> ---hits: ASV1438 #> ---hits: ASV1031 #> ---hits: ASV1239 #> ---hits: ASV1510 #> ---hits: ASV895 #> ---hits: ASV1563 #> ---hits: ASV1471 #> ---hits: ASV1470 #> ---hits: ASV14374 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV15104 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.84 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.24 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.64 #>  #> ------checking: ASV15104 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |==============================                    |  61% #>  #> ####processing: ASV27 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV49 #####4 #>  #> ---hits: ASV3114 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV61 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV101 #####4 #>  #> ---hits: ASV2074 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===============================                   |  61% #>  #> ####processing: ASV105 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV847 #> ---hits: ASV12624 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV67 #> ---potential parent: ASV6244 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1074 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6244 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV131 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV147 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===============================                   |  62% #>  #> ####processing: ASV148 #####4 #>  #> ---hits: ASV92 #> ---hits: ASV836 #> ---hits: ASV837 #> ---hits: ASV564 #> ---hits: ASV592 #> ---hits: ASV1261 #> ---hits: ASV346 #> ---hits: ASV904 #> ---hits: ASV1495 #> ---hits: ASV12594 #>  #> ---potential parent: ASV904 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV12594 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV215 #####4 #>  #> ---hits: ASV87 #> ---hits: ASV1228 #> ---hits: ASV4974 #>  #> ---potential parent: ASV87 #> ---potential parent: ASV12284 #>  #> ------checking: ASV874 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV12284 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV221 #####4 #>  #> ---hits: ASV833 #> ---hits: ASV69 #> ---hits: ASV405 #> ---hits: ASV133 #> ---hits: ASV358 #> ---hits: ASV279 #> ---hits: ASV797 #> ---hits: ASV776 #> ---hits: ASV556 #> ---hits: ASV9664 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV279 #> ---potential parent: ASV776 #> ---potential parent: ASV1334 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV2794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1334 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV294 #####4 #>  #> ---hits: ASV29 #> ---hits: ASV633 #> ---hits: ASV16654 #>  #> ---potential parent: ASV29 #> ---potential parent: ASV6334 #>  #> ------checking: ASV294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 8.166666666666674 #>  which is OK!4 #>  #> SETTING ASV294 to be an ERROR of ASV29 #> 4 #>  #> ------checking: ASV6334 #>  #> ####processing: ASV297 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV364 #####4 #>  #> ---hits: ASV58 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV53 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV58 #> ---potential parent: ASV205 #> ---potential parent: ASV534 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.7916666666666674 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.212471131639724 #>  which is OK!4 #>  #> SETTING ASV364 to be an ERROR of ASV58 #> 4 #>  #> ------checking: ASV2054 #>  #> ------checking: ASV534 #>    |                                                           |===============================                   |  63% #>  #> ####processing: ASV388 #####4 #>  #> ---hits: ASV557 #> ---hits: ASV476 #> ---hits: ASV689 #> ---hits: ASV324 #>  #> ---potential parent: ASV32 #> ---potential parent: ASV4764 #>  #> ------checking: ASV324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4764 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV399 #####4 #>  #> ---hits: ASV344 #> ---hits: ASV917 #> ---hits: ASV722 #> ---hits: ASV729 #> ---hits: ASV926 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV717 #> ---hits: ASV1493 #> ---hits: ASV16634 #>  #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV729 #> ---potential parent: ASV344 #> ---potential parent: ASV722 #> ---potential parent: ASV917 #> ---potential parent: ASV14934 #>  #> ------checking: ASV9264 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV10584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10594 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV7294 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7224 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV14934 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV427 #####4 #>  #> ---hits: ASV934 #> ---hits: ASV756 #> ---hits: ASV904 #> ---hits: ASV1035 #> ---hits: ASV1259 #> ---hits: ASV1074 #> ---hits: ASV828 #> ---hits: ASV1278 #> ---hits: ASV906 #> ---hits: ASV10074 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV904 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1035 #> ---potential parent: ASV12594 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV10354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV476 #####4 #>  #> ---hits: ASV689 #> ---hits: ASV388 #> ---hits: ASV557 #> ---hits: ASV324 #>  #> ---potential parent: ASV32 #> ---potential parent: ASV3884 #>  #> ------checking: ASV324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3884 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.226720647773284 #>  which is OK!4 #>  #> SETTING ASV476 to be an ERROR of ASV388 #> 4 #>    |                                                           |================================                  |  63% #>  #> ####processing: ASV591 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV643 #####4 #>  #> ---hits: ASV653 #> ---hits: ASV1291 #> ---hits: ASV579 #> ---hits: ASV1178 #> ---hits: ASV500 #> ---hits: ASV14534 #>  #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV6534 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV653 #####4 #>  #> ---hits: ASV579 #> ---hits: ASV1453 #> ---hits: ASV254 #> ---hits: ASV500 #> ---hits: ASV1178 #> ---hits: ASV816 #> ---hits: ASV643 #> ---hits: ASV989 #> ---hits: ASV38 #> ---hits: ASV1164 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV116 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV6434 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6434 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |================================                  |  64% #>  #> ####processing: ASV660 #####4 #>  #> ---hits: ASV129 #> ---hits: ASV1657 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV530 #> ---hits: ASV4314 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV632 #> ---potential parent: ASV16574 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.409090909090914 #>  which is OK!4 #>  #> SETTING ASV660 to be an ERROR of ASV129 #> 4 #>  #> ------checking: ASV6734 #>  #> ------checking: ASV5304 #>  #> ------checking: ASV6324 #>  #> ------checking: ASV16574 #>  #> ####processing: ASV720 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV753 #####4 #>  #> ---hits: ASV171 #> ---hits: ASV771 #> ---hits: ASV7484 #>  #> ---potential parent: ASV771 #> ---potential parent: ASV171 #> ---potential parent: ASV7484 #>  #> ------checking: ASV7714 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1714 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7484 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV829 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV840 #####4 #>  #> ---hits: ASV404 #> ---hits: ASV248 #> ---hits: ASV377 #> ---hits: ASV488 #> ---hits: ASV545 #> ---hits: ASV730 #> ---hits: ASV943 #> ---hits: ASV440 #> ---hits: ASV6154 #>  #> ---potential parent: ASV248 #> ---potential parent: ASV404 #> ---potential parent: ASV377 #> ---potential parent: ASV440 #> ---potential parent: ASV488 #> ---potential parent: ASV615 #> ---potential parent: ASV730 #> ---potential parent: ASV545 #> ---potential parent: ASV9434 #>  #> ------checking: ASV2484 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV4044 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.854 #>  #> ------checking: ASV3774 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV4404 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV4884 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1958333333333334 #>  #> ------checking: ASV6154 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV7304 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV5454 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV9434 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV865 #####4 #>  #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV989 #> ---hits: ASV853 #> ---hits: ASV816 #> ---hits: ASV975 #> ---hits: ASV1337 #> ---hits: ASV1225 #> ---hits: ASV579 #> ---hits: ASV15264 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV853 #> ---potential parent: ASV466 #> ---potential parent: ASV1337 #> ---potential parent: ASV975 #> ---potential parent: ASV5794 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>    |                                                           |================================                  |  65% #>  #> ####processing: ASV903 #####4 #>  #> ---hits: ASV119 #> ---hits: ASV578 #> ---hits: ASV637 #> ---hits: ASV1015 #> ---hits: ASV11344 #>  #> ---potential parent: ASV119 #> ---potential parent: ASV6374 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV6374 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>  #> ####processing: ASV940 #####4 #>  #> ---hits: ASV996 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV1067 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV1167 #> ---hits: ASV726 #> ---hits: ASV1381 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV711 #> ---potential parent: ASV1484 #> ---potential parent: ASV1381 #> ---potential parent: ASV10674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV14844 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2233502538071074 #>  #> ------checking: ASV13814 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10674 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV979 #####4 #>  #> ---hits: ASV736 #> ---hits: ASV24 #> ---hits: ASV858 #> ---hits: ASV266 #> ---hits: ASV1271 #> ---hits: ASV986 #> ---hits: ASV731 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV1784 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV178 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV731 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV736 #> ---potential parent: ASV12714 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.285714285714294 #>  which is OK!4 #>  #> SETTING ASV979 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV2664 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV7314 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV9864 #>  #> ------checking: ASV7364 #>  #> ------checking: ASV12714 #>  #> ####processing: ASV1017 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=================================                 |  65% #>  #> ####processing: ASV1067 #####4 #>  #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV1167 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV726 #> ---hits: ASV1381 #> ---hits: ASV940 #> ---hits: ASV14844 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV726 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV1167 #> ---potential parent: ASV711 #> ---potential parent: ASV1484 #> ---potential parent: ASV1381 #> ---potential parent: ASV9404 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1428571428571434 #>  #> ------checking: ASV7264 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3333333333333334 #>  #> ------checking: ASV11674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV14844 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV13814 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV9404 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1182 #####4 #>  #> ---hits: ASV26 #> ---hits: ASV1553 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV94 #> ---hits: ASV636 #> ---hits: ASV474 #> ---hits: ASV209 #> ---hits: ASV261 #> ---hits: ASV1704 #>  #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV1365 #> ---potential parent: ASV26 #> ---potential parent: ASV15534 #>  #> ------checking: ASV944 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1704 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV2614 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV2094 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV4744 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV3484 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV13654 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV264 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.078947368421054 #>  which is OK!4 #>  #> SETTING ASV1182 to be an ERROR of ASV26 #> 4 #>  #> ------checking: ASV15534 #>  #> ####processing: ASV1190 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=================================                 |  66% #>  #> ####processing: ASV1228 #####4 #>  #> ---hits: ASV215 #> ---hits: ASV87 #> ---hits: ASV4974 #>  #> ---potential parent: ASV87 #> ---potential parent: ASV2154 #>  #> ------checking: ASV874 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 15.74736842105264 #>  which is OK!4 #>  #> SETTING ASV1228 to be an ERROR of ASV87 #> 4 #>  #> ------checking: ASV2154 #>  #> ####processing: ASV1234 #####4 #>  #> ---hits: ASV489 #> ---hits: ASV7624 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1239 #####4 #>  #> ---hits: ASV1438 #> ---hits: ASV1031 #> ---hits: ASV892 #> ---hits: ASV895 #> ---hits: ASV1470 #> ---hits: ASV1510 #> ---hits: ASV1658 #> ---hits: ASV1563 #> ---hits: ASV1471 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV1300 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV1510 #> ---potential parent: ASV16584 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.7083333333333334 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV15104 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16584 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1271 #####4 #>  #> ---hits: ASV858 #> ---hits: ASV1010 #> ---hits: ASV24 #> ---hits: ASV19 #> ---hits: ASV333 #> ---hits: ASV979 #> ---hits: ASV736 #> ---hits: ASV178 #> ---hits: ASV266 #> ---hits: ASV5944 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV178 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV594 #> ---potential parent: ASV858 #> ---potential parent: ASV736 #> ---potential parent: ASV1010 #> ---potential parent: ASV9794 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 54 #>  which is OK!4 #>  #> SETTING ASV1271 to be an ERROR of ASV19 #> 4 #>  #> ------checking: ASV244 #>  #> ------checking: ASV1784 #>  #> ------checking: ASV2664 #>  #> ------checking: ASV3334 #>  #> ------checking: ASV5944 #>  #> ------checking: ASV8584 #>  #> ------checking: ASV7364 #>  #> ------checking: ASV10104 #>  #> ------checking: ASV9794 #>  #> ####processing: ASV1272 #####4 #>  #> ---hits: ASV6024 #>  #> ---potential parent: ASV6024 #>  #> ------checking: ASV6024 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1289 #####4 #>  #> ---hits: ASV1625 #> ---hits: ASV941 #> ---hits: ASV33 #> ---hits: ASV78 #> ---hits: ASV652 #> ---hits: ASV13134 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV941 #> ---potential parent: ASV1313 #> ---potential parent: ASV16254 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV9414 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV13134 #>  #> ------relative cooccurence: 0.754 #>  #> ------checking: ASV16254 #>  #> ------relative cooccurence: 0.754 #>  #> No parent found! #> 4 #>    |                                                           |=================================                 |  67% #>  #> ####processing: ASV1294 #####4 #>  #> ---hits: ASV1588 #> ---hits: ASV1236 #> ---hits: ASV1304 #> ---hits: ASV13004 #>  #> ---potential parent: ASV1300 #> ---potential parent: ASV1304 #> ---potential parent: ASV1236 #> ---potential parent: ASV15884 #>  #> ------checking: ASV13004 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV12364 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV15884 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1375 #####4 #>  #> ---hits: ASV28 #> ---hits: ASV367 #> ---hits: ASV1024 #> ---hits: ASV1376 #> ---hits: ASV7734 #>  #> ---potential parent: ASV28 #> ---potential parent: ASV367 #> ---potential parent: ASV773 #> ---potential parent: ASV13764 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 87.55555555555564 #>  which is OK!4 #>  #> SETTING ASV1375 to be an ERROR of ASV28 #> 4 #>  #> ------checking: ASV3674 #>  #> ------checking: ASV7734 #>  #> ------checking: ASV13764 #>  #> ####processing: ASV1403 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1423 #####4 #>  #> ---hits: ASV2354 #>  #> ---potential parent: ASV2354 #>  #> ------checking: ASV2354 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |==================================                |  67% #>  #> ####processing: ASV1424 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1437 #####4 #>  #> ---hits: ASV605 #> ---hits: ASV1471 #> ---hits: ASV1563 #> ---hits: ASV1470 #> ---hits: ASV1510 #> ---hits: ASV892 #> ---hits: ASV1304 #> ---hits: ASV1658 #> ---hits: ASV895 #> ---hits: ASV14384 #>  #> ---potential parent: ASV1304 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV605 #> ---potential parent: ASV1510 #> ---potential parent: ASV16584 #>  #> ------checking: ASV13044 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV14384 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV6054 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV15104 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16584 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1468 #####4 #>  #> ---hits: ASV973 #> ---hits: ASV671 #> ---hits: ASV459 #> ---hits: ASV1388 #> ---hits: ASV1653 #> ---hits: ASV564 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV996 #> ---hits: ASV10674 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV564 #> ---potential parent: ASV996 #> ---potential parent: ASV973 #> ---potential parent: ASV10674 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.754 #>  #> ------checking: ASV10674 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |==================================                |  68% #>  #> ####processing: ASV1537 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1550 #####4 #>  #> ---hits: ASV654 #> ---hits: ASV3594 #>  #> ---potential parent: ASV654 #> ---potential parent: ASV3594 #>  #> ------checking: ASV6544 #>  #> ------relative cooccurence: 0.254 #>  #> ------checking: ASV3594 #>  #> ------relative cooccurence: 0.254 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1552 #####4 #>  #> ---hits: ASV526 #> ---hits: ASV11334 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1645 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1650 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1657 #####4 #>  #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV530 #> ---hits: ASV4314 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV632 #> ---potential parent: ASV6604 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 74 #>  which is OK!4 #>  #> SETTING ASV1657 to be an ERROR of ASV129 #> 4 #>  #> ------checking: ASV6734 #>  #> ------checking: ASV5304 #>  #> ------checking: ASV6324 #>  #> ------checking: ASV6604 #>    |                                                           |==================================                |  69% #>  #> ####processing: ASV1667 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1681 #####4 #>  #> ---hits: ASV1609 #> ---hits: ASV1146 #> ---hits: ASV4544 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV23 #####4 #>  #> ---hits: ASV2304 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV48 #####4 #>  #> ---hits: ASV108 #> ---hits: ASV82 #> ---hits: ASV856 #> ---hits: ASV851 #> ---hits: ASV14514 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===================================               |  69% #>  #> ####processing: ASV64 #####4 #>  #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV379 #> ---hits: ASV203 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV99 #> ---potential parent: ASV2494 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV994 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2494 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV75 #####4 #>  #> ---hits: ASV280 #> ---hits: ASV2844 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV92 #####4 #>  #> ---hits: ASV148 #> ---hits: ASV836 #> ---hits: ASV837 #> ---hits: ASV564 #> ---hits: ASV592 #> ---hits: ASV1261 #> ---hits: ASV346 #> ---hits: ASV904 #> ---hits: ASV1495 #> ---hits: ASV12594 #>  #> ---potential parent: ASV904 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV1259 #> ---potential parent: ASV148 #> ---potential parent: ASV836 #> ---potential parent: ASV8374 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1484 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.44 #>  #> ------checking: ASV8364 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.03949524745984924 #>  #> ------checking: ASV8374 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |===================================               |  70% #>  #> ####processing: ASV99 #####4 #>  #> ---hits: ASV53 #> ---hits: ASV58 #> ---hits: ASV35 #> ---hits: ASV364 #> ---hits: ASV205 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV64 #> ---hits: ASV3794 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV58 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV2494 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.9870327993897794 #>  #> ------checking: ASV584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.8860086407444334 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.161764705882354 #>  which is OK!4 #>  #> SETTING ASV99 to be an ERROR of ASV53 #> 4 #>  #> ------checking: ASV3644 #>  #> ------checking: ASV644 #>  #> ------checking: ASV2494 #>  #> ####processing: ASV111 #####4 #>  #> ---hits: ASV2534 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV162 #####4 #>  #> ---hits: ASV175 #> ---hits: ASV46 #> ---hits: ASV752 #> ---hits: ASV6944 #>  #> ---potential parent: ASV175 #> ---potential parent: ASV694 #> ---potential parent: ASV464 #>  #> ------checking: ASV1754 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.167512690355334 #>  #> ------checking: ASV6944 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.00507614213197974 #>  #> ------checking: ASV464 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.5979695431472084 #>  #> No parent found! #> 4 #>  #> ####processing: ASV198 #####4 #>  #> ---hits: ASV1169 #> ---hits: ASV16424 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV202 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV219 #####4 #>  #> ---hits: ASV8994 #>  #> ---potential parent: ASV8994 #>  #> ------checking: ASV8994 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |===================================               |  71% #>  #> ####processing: ASV224 #####4 #>  #> ---hits: ASV8744 #>  #> ---potential parent: ASV8744 #>  #> ------checking: ASV8744 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.07850707850707854 #>  #> No parent found! #> 4 #>  #> ####processing: ASV249 #####4 #>  #> ---hits: ASV64 #> ---hits: ASV168 #> ---hits: ASV580 #> ---hits: ASV379 #> ---hits: ASV203 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV994 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV994 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV254 #####4 #>  #> ---hits: ASV1453 #> ---hits: ASV500 #> ---hits: ASV579 #> ---hits: ASV653 #> ---hits: ASV1178 #> ---hits: ASV816 #> ---hits: ASV1225 #> ---hits: ASV989 #> ---hits: ASV55 #> ---hits: ASV15264 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV55 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV653 #> ---potential parent: ASV1225 #> ---potential parent: ASV15264 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV554 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12254 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15264 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV311 #####4 #>  #> ---hits: ASV494 #>  #> ---potential parent: ASV494 #>  #> ------checking: ASV494 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |====================================              |  71% #>  #> ####processing: ASV327 #####4 #>  #> ---hits: ASV1401 #> ---hits: ASV792 #> ---hits: ASV1448 #> ---hits: ASV8834 #>  #> ---potential parent: ASV792 #> ---potential parent: ASV8834 #>  #> ------checking: ASV7924 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV8834 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV360 #####4 #>  #> ---hits: ASV16424 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV375 #####4 #>  #> ---hits: ASV2 #> ---hits: ASV541 #> ---hits: ASV576 #> ---hits: ASV1027 #> ---hits: ASV1082 #> ---hits: ASV962 #> ---hits: ASV1247 #> ---hits: ASV11024 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV1082 #> ---potential parent: ASV541 #> ---potential parent: ASV962 #> ---potential parent: ASV1027 #> ---potential parent: ASV12474 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 10.82738780207134 #>  which is OK!4 #>  #> SETTING ASV375 to be an ERROR of ASV2 #> 4 #>  #> ------checking: ASV5764 #>  #> ------checking: ASV10824 #>  #> ------checking: ASV5414 #>  #> ------checking: ASV9624 #>  #> ------checking: ASV10274 #>  #> ------checking: ASV12474 #>    |                                                           |====================================              |  72% #>  #> ####processing: ASV402 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV422 #####4 #>  #> ---hits: ASV5494 #>  #> ---potential parent: ASV5494 #>  #> ------checking: ASV5494 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV431 #####4 #>  #> ---hits: ASV563 #> ---hits: ASV617 #> ---hits: ASV1420 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV530 #> ---hits: ASV660 #> ---hits: ASV6734 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV617 #> ---potential parent: ASV627 #> ---potential parent: ASV1420 #> ---potential parent: ASV14694 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV454 #####4 #>  #> ---hits: ASV1609 #> ---hits: ASV1146 #> ---hits: ASV16814 #>  #> ---potential parent: ASV1681 #> ---potential parent: ASV11464 #>  #> ------checking: ASV16814 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV11464 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV459 #####4 #>  #> ---hits: ASV671 #> ---hits: ASV973 #> ---hits: ASV1468 #> ---hits: ASV1388 #> ---hits: ASV1653 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV9964 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV711 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV671 #> ---potential parent: ASV13884 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6714 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> ------checking: ASV13884 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV489 #####4 #>  #> ---hits: ASV762 #> ---hits: ASV12344 #>  #> ---potential parent: ASV12344 #>  #> ------checking: ASV12344 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |====================================              |  73% #>  #> ####processing: ASV526 #####4 #>  #> ---hits: ASV1133 #> ---hits: ASV15524 #>  #> ---potential parent: ASV1552 #> ---potential parent: ASV11334 #>  #> ------checking: ASV15524 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV11334 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV570 #####4 #>  #> ---hits: ASV854 #> ---hits: ASV2554 #>  #> ---potential parent: ASV255 #> ---potential parent: ASV8544 #>  #> ------checking: ASV2554 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV8544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV578 #####4 #>  #> ---hits: ASV119 #> ---hits: ASV637 #> ---hits: ASV1015 #> ---hits: ASV903 #> ---hits: ASV11344 #>  #> ---potential parent: ASV119 #> ---potential parent: ASV637 #> ---potential parent: ASV903 #> ---potential parent: ASV1015 #> ---potential parent: ASV11344 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.004716981132075474 #>  #> ------checking: ASV6374 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9034 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.007936507936507944 #>  #> ------checking: ASV10154 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV11344 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.004716981132075474 #>  #> No parent found! #> 4 #>  #> ####processing: ASV614 #####4 #>  #> ---hits: ASV1055 #> ---hits: ASV419 #> ---hits: ASV341 #> ---hits: ASV733 #> ---hits: ASV667 #> ---hits: ASV244 #> ---hits: ASV766 #> ---hits: ASV139 #> ---hits: ASV744 #> ---hits: ASV12684 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV7444 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3414 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV4194 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV7334 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV7444 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=====================================             |  73% #>  #> ####processing: ASV617 #####4 #>  #> ---hits: ASV431 #> ---hits: ASV563 #> ---hits: ASV1420 #> ---hits: ASV129 #> ---hits: ASV1469 #> ---hits: ASV530 #> ---hits: ASV632 #> ---hits: ASV660 #> ---hits: ASV627 #> ---hits: ASV6734 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV431 #> ---potential parent: ASV627 #> ---potential parent: ASV1420 #> ---potential parent: ASV14694 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4314 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV627 #####4 #>  #> ---hits: ASV632 #> ---hits: ASV868 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV1420 #> ---hits: ASV1218 #> ---hits: ASV673 #> ---hits: ASV5304 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV1218 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV1657 #> ---potential parent: ASV1420 #> ---potential parent: ASV14694 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV16574 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV671 #####4 #>  #> ---hits: ASV459 #> ---hits: ASV1468 #> ---hits: ASV973 #> ---hits: ASV1388 #> ---hits: ASV1653 #> ---hits: ASV45 #> ---hits: ASV137 #> ---hits: ASV711 #> ---hits: ASV760 #> ---hits: ASV9964 #>  #> ---potential parent: ASV137 #> ---potential parent: ASV45 #> ---potential parent: ASV760 #> ---potential parent: ASV996 #> ---potential parent: ASV711 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV459 #> ---potential parent: ASV13884 #>  #> ------checking: ASV1374 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV454 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4594 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.754385964912284 #>  which is OK!4 #>  #> SETTING ASV671 to be an ERROR of ASV459 #> 4 #>  #> ------checking: ASV13884 #>    |                                                           |=====================================             |  74% #>  #> ####processing: ASV672 #####4 #>  #> ---hits: ASV41 #> ---hits: ASV251 #> ---hits: ASV1092 #> ---hits: ASV10454 #>  #> ---potential parent: ASV41 #> ---potential parent: ASV2514 #>  #> ------checking: ASV414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01880877742946714 #>  #> ------checking: ASV2514 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV686 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV710 #####4 #>  #> ---hits: ASV1379 #> ---hits: ASV5174 #>  #> ---potential parent: ASV5174 #>  #> ------checking: ASV5174 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV792 #####4 #>  #> ---hits: ASV327 #> ---hits: ASV1401 #> ---hits: ASV1448 #> ---hits: ASV8834 #>  #> ---potential parent: ASV327 #> ---potential parent: ASV8834 #>  #> ------checking: ASV3274 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV8834 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV836 #####4 #>  #> ---hits: ASV148 #> ---hits: ASV92 #> ---hits: ASV837 #> ---hits: ASV564 #> ---hits: ASV1261 #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV904 #> ---hits: ASV1259 #> ---hits: ASV7564 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV904 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1259 #> ---potential parent: ASV148 #> ---potential parent: ASV92 #> ---potential parent: ASV8374 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1484 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.44 #>  which is OK!4 #>  #> SETTING ASV836 to be an ERROR of ASV92 #> 4 #>  #> ------checking: ASV8374 #>  #> ####processing: ASV837 #####4 #>  #> ---hits: ASV148 #> ---hits: ASV92 #> ---hits: ASV836 #> ---hits: ASV564 #> ---hits: ASV1261 #> ---hits: ASV592 #> ---hits: ASV1259 #> ---hits: ASV14954 #>  #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV1259 #> ---potential parent: ASV148 #> ---potential parent: ASV92 #> ---potential parent: ASV8364 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1484 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8364 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=====================================             |  75% #>  #> ####processing: ASV874 #####4 #>  #> ---hits: ASV2244 #>  #> ---potential parent: ASV2244 #>  #> ------checking: ASV2244 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> No parent found! #> 4 #>  #> ####processing: ASV883 #####4 #>  #> ---hits: ASV327 #> ---hits: ASV1401 #> ---hits: ASV792 #> ---hits: ASV14484 #>  #> ---potential parent: ASV327 #> ---potential parent: ASV7924 #>  #> ------checking: ASV3274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7924 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV899 #####4 #>  #> ---hits: ASV2194 #>  #> ---potential parent: ASV2194 #>  #> ------checking: ASV2194 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV915 #####4 #>  #> ---hits: ASV201 #> ---hits: ASV43 #> ---hits: ASV542 #> ---hits: ASV1387 #> ---hits: ASV507 #> ---hits: ASV999 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV3414 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV507 #> ---potential parent: ASV999 #> ---potential parent: ASV201 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV13874 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 7.754 #>  which is OK!4 #>  #> SETTING ASV915 to be an ERROR of ASV43 #> 4 #>  #> ------checking: ASV5424 #>  #> ------checking: ASV5074 #>  #> ------checking: ASV9994 #>  #> ------checking: ASV2014 #>  #> ------checking: ASV6674 #>  #> ------checking: ASV3414 #>  #> ------checking: ASV4194 #>  #> ------checking: ASV7334 #>  #> ------checking: ASV13874 #>    |                                                           |======================================            |  75% #>  #> ####processing: ASV934 #####4 #>  #> ---hits: ASV427 #> ---hits: ASV756 #> ---hits: ASV904 #> ---hits: ASV1035 #> ---hits: ASV1259 #> ---hits: ASV828 #> ---hits: ASV1278 #> ---hits: ASV1074 #> ---hits: ASV906 #> ---hits: ASV10074 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV904 #> ---potential parent: ASV906 #> ---potential parent: ASV1074 #> ---potential parent: ASV828 #> ---potential parent: ASV1007 #> ---potential parent: ASV1278 #> ---potential parent: ASV1035 #> ---potential parent: ASV1259 #> ---potential parent: ASV4274 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9064 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10744 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV8284 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10074 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12784 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV4274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.5074626865671644 #>  #> No parent found! #> 4 #>  #> ####processing: ASV959 #####4 #>  #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV1305 #> ---hits: ASV383 #> ---hits: ASV764 #> ---hits: ASV795 #> ---hits: ASV1053 #> ---hits: ASV839 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV764 #> ---potential parent: ASV10534 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 24 #>  which is OK!4 #>  #> SETTING ASV959 to be an ERROR of ASV339 #> 4 #>  #> ------checking: ASV2724 #>  #> ------checking: ASV8394 #>  #> ------checking: ASV3834 #>  #> ------checking: ASV7644 #>  #> ------checking: ASV10534 #>  #> ####processing: ASV964 #####4 #>  #> ---hits: ASV7984 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |======================================            |  76% #>  #> ####processing: ASV976 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1006 #####4 #>  #> ---hits: ASV1628 #> ---hits: ASV11094 #>  #> ---potential parent: ASV11094 #>  #> ------checking: ASV11094 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1014 #####4 #>  #> ---hits: ASV1386 #> ---hits: ASV969 #> ---hits: ASV1944 #>  #> ---potential parent: ASV194 #> ---potential parent: ASV969 #> ---potential parent: ASV13864 #>  #> ------checking: ASV1944 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9694 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV13864 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1015 #####4 #>  #> ---hits: ASV1134 #> ---hits: ASV119 #> ---hits: ASV637 #> ---hits: ASV578 #> ---hits: ASV9034 #>  #> ---potential parent: ASV119 #> ---potential parent: ASV637 #> ---potential parent: ASV903 #> ---potential parent: ASV578 #> ---potential parent: ASV11344 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV6374 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9034 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV5784 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV11344 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1023 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1037 #####4 #>  #> ---hits: ASV199 #> ---hits: ASV543 #> ---hits: ASV685 #> ---hits: ASV692 #> ---hits: ASV3104 #>  #> ---potential parent: ASV310 #> ---potential parent: ASV543 #> ---potential parent: ASV199 #> ---potential parent: ASV6854 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV5434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2173913043478264 #>  #> ------checking: ASV1994 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.54 #>  #> ------checking: ASV6854 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1069 #####4 #>  #> ---hits: ASV127 #> ---hits: ASV9464 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |======================================            |  77% #>  #> ####processing: ASV1125 #####4 #>  #> ---hits: ASV1311 #> ---hits: ASV1143 #> ---hits: ASV927 #> ---hits: ASV1396 #> ---hits: ASV1233 #> ---hits: ASV546 #> ---hits: ASV1628 #> ---hits: ASV569 #> ---hits: ASV727 #> ---hits: ASV6044 #>  #> ---potential parent: ASV546 #> ---potential parent: ASV727 #> ---potential parent: ASV927 #> ---potential parent: ASV1311 #> ---potential parent: ASV569 #> ---potential parent: ASV1396 #> ---potential parent: ASV1233 #> ---potential parent: ASV604 #> ---potential parent: ASV11434 #>  #> ------checking: ASV5464 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01492537313432844 #>  #> ------checking: ASV7274 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5694 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV12334 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11434 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1133 #####4 #>  #> ---hits: ASV526 #> ---hits: ASV15524 #>  #> ---potential parent: ASV1552 #> ---potential parent: ASV5264 #>  #> ------checking: ASV15524 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1567164179104484 #>  #> ------checking: ASV5264 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1134 #####4 #>  #> ---hits: ASV1015 #> ---hits: ASV119 #> ---hits: ASV637 #> ---hits: ASV578 #> ---hits: ASV9034 #>  #> ---potential parent: ASV119 #> ---potential parent: ASV637 #> ---potential parent: ASV903 #> ---potential parent: ASV578 #> ---potential parent: ASV10154 #>  #> ------checking: ASV1194 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 14 #>  #> ------checking: ASV6374 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9034 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6666666666666674 #>  #> ------checking: ASV5784 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01503759398496244 #>  #> ------checking: ASV10154 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>    |                                                           |=======================================           |  77% #>  #> ####processing: ASV1143 #####4 #>  #> ---hits: ASV1311 #> ---hits: ASV1125 #> ---hits: ASV927 #> ---hits: ASV13964 #>  #> ---potential parent: ASV927 #> ---potential parent: ASV1311 #> ---potential parent: ASV1396 #> ---potential parent: ASV11254 #>  #> ------checking: ASV9274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11254 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1146 #####4 #>  #> ---hits: ASV1609 #> ---hits: ASV1681 #> ---hits: ASV4544 #>  #> ---potential parent: ASV1681 #> ---potential parent: ASV4544 #>  #> ------checking: ASV16814 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV4544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1205 #####4 #>  #> ---hits: ASV12534 #>  #> ---potential parent: ASV12534 #>  #> ------checking: ASV12534 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=======================================           |  78% #>  #> ####processing: ASV1225 #####4 #>  #> ---hits: ASV865 #> ---hits: ASV38 #> ---hits: ASV466 #> ---hits: ASV254 #> ---hits: ASV500 #> ---hits: ASV989 #> ---hits: ASV116 #> ---hits: ASV1453 #> ---hits: ASV1107 #> ---hits: ASV8534 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV853 #> ---potential parent: ASV466 #> ---potential parent: ASV116 #> ---potential parent: ASV500 #> ---potential parent: ASV865 #> ---potential parent: ASV2544 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1754 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV8534 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV4664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8654 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1262 #####4 #>  #> ---hits: ASV624 #> ---hits: ASV67 #> ---hits: ASV12 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV67 #> ---potential parent: ASV624 #> ---potential parent: ASV105 #> ---potential parent: ASV1542 #> ---potential parent: ASV8474 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 76.26262626262634 #>  which is OK!4 #>  #> SETTING ASV1262 to be an ERROR of ASV12 #> 4 #>  #> ------checking: ASV1074 #>  #> ------checking: ASV674 #>  #> ------checking: ASV6244 #>  #> ------checking: ASV1054 #>  #> ------checking: ASV15424 #>  #> ------checking: ASV8474 #>  #> ####processing: ASV1314 #####4 #>  #> ---hits: ASV699 #> ---hits: ASV4644 #>  #> ---potential parent: ASV4644 #>  #> ------checking: ASV4644 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1387 #####4 #>  #> ---hits: ASV201 #> ---hits: ASV43 #> ---hits: ASV507 #> ---hits: ASV542 #> ---hits: ASV915 #> ---hits: ASV999 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV3414 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV507 #> ---potential parent: ASV999 #> ---potential parent: ASV201 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV9154 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 314 #>  which is OK!4 #>  #> SETTING ASV1387 to be an ERROR of ASV43 #> 4 #>  #> ------checking: ASV5424 #>  #> ------checking: ASV5074 #>  #> ------checking: ASV9994 #>  #> ------checking: ASV2014 #>  #> ------checking: ASV6674 #>  #> ------checking: ASV3414 #>  #> ------checking: ASV4194 #>  #> ------checking: ASV7334 #>  #> ------checking: ASV9154 #>  #> ####processing: ASV1388 #####4 #>  #> ---hits: ASV1653 #> ---hits: ASV973 #> ---hits: ASV459 #> ---hits: ASV1468 #> ---hits: ASV671 #> ---hits: ASV1495 #> ---hits: ASV552 #> ---hits: ASV592 #> ---hits: ASV564 #> ---hits: ASV12614 #>  #> ---potential parent: ASV592 #> ---potential parent: ASV1261 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV459 #> ---potential parent: ASV6714 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV4594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6714 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1420 #####4 #>  #> ---hits: ASV431 #> ---hits: ASV617 #> ---hits: ASV563 #> ---hits: ASV1181 #> ---hits: ASV129 #> ---hits: ASV530 #> ---hits: ASV660 #> ---hits: ASV627 #> ---hits: ASV673 #> ---hits: ASV14694 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV660 #> ---potential parent: ASV431 #> ---potential parent: ASV617 #> ---potential parent: ASV627 #> ---potential parent: ASV14694 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4314 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6174 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1422 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=======================================           |  79% #>  #> ####processing: ASV1454 #####4 #>  #> ---hits: ASV1458 #> ---hits: ASV1558 #> ---hits: ASV1030 #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV693 #> ---hits: ASV746 #> ---hits: ASV1230 #> ---hits: ASV1409 #> ---hits: ASV15624 #>  #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV1030 #> ---potential parent: ASV1558 #> ---potential parent: ASV1303 #> ---potential parent: ASV15624 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.478873239436624 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1455 #####4 #>  #> ---hits: ASV1532 #> ---hits: ASV60 #> ---hits: ASV113 #> ---hits: ASV415 #> ---hits: ASV984 #> ---hits: ASV796 #> ---hits: ASV1290 #> ---hits: ASV1380 #> ---hits: ASV1020 #> ---hits: ASV10114 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1020 #> ---potential parent: ASV1011 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1290 #> ---potential parent: ASV1532 #> ---potential parent: ASV796 #> ---potential parent: ASV4154 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV10114 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV12904 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4154 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1460 #####4 #>  #> ---hits: ASV13414 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |========================================          |  79% #>  #> ####processing: ASV1461 #####4 #>  #> ---hits: ASV1155 #> ---hits: ASV801 #> ---hits: ASV16324 #>  #> ---potential parent: ASV801 #> ---potential parent: ASV1155 #> ---potential parent: ASV16324 #>  #> ------checking: ASV8014 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11554 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16324 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1526 #####4 #>  #> ---hits: ASV579 #> ---hits: ASV1107 #> ---hits: ASV116 #> ---hits: ASV989 #> ---hits: ASV816 #> ---hits: ASV38 #> ---hits: ASV865 #> ---hits: ASV466 #> ---hits: ASV596 #> ---hits: ASV2544 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV466 #> ---potential parent: ASV116 #> ---potential parent: ASV579 #> ---potential parent: ASV596 #> ---potential parent: ASV865 #> ---potential parent: ASV2544 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 0.6666666666666674 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8654 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1542 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV624 #> ---hits: ASV1262 #> ---hits: ASV847 #> ---hits: ASV1054 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV67 #> ---potential parent: ASV624 #> ---potential parent: ASV105 #> ---potential parent: ASV1262 #> ---potential parent: ASV8474 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 157.1320754716984 #>  which is OK!4 #>  #> SETTING ASV1542 to be an ERROR of ASV12 #> 4 #>  #> ------checking: ASV1074 #>  #> ------checking: ASV674 #>  #> ------checking: ASV6244 #>  #> ------checking: ASV1054 #>  #> ------checking: ASV12624 #>  #> ------checking: ASV8474 #>    |                                                           |========================================          |  80% #>  #> ####processing: ASV1545 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1576 #####4 #>  #> ---hits: ASV1295 #> ---hits: ASV5864 #>  #> ---potential parent: ASV5864 #>  #> ------checking: ASV5864 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1577 #####4 #>  #> ---hits: ASV12424 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV847 #####4 #>  #> ---hits: ASV12 #> ---hits: ASV67 #> ---hits: ASV107 #> ---hits: ASV1542 #> ---hits: ASV624 #> ---hits: ASV105 #> ---hits: ASV1262 #> ---hits: ASV11324 #>  #> ---potential parent: ASV12 #> ---potential parent: ASV107 #> ---potential parent: ASV67 #> ---potential parent: ASV624 #> ---potential parent: ASV105 #> ---potential parent: ASV1262 #> ---potential parent: ASV15424 #>  #> ------checking: ASV124 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV1074 #>  #> ------relative cooccurence: 0.3333333333333334 #>  #> ------checking: ASV674 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6244 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12624 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15424 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1469 #####4 #>  #> ---hits: ASV627 #> ---hits: ASV632 #> ---hits: ASV868 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV1420 #> ---hits: ASV673 #> ---hits: ASV1218 #> ---hits: ASV5304 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV1218 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV1657 #> ---potential parent: ASV627 #> ---potential parent: ASV14204 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16574 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1663 #####4 #>  #> ---hits: ASV717 #> ---hits: ASV926 #> ---hits: ASV1058 #> ---hits: ASV1059 #> ---hits: ASV1493 #> ---hits: ASV1022 #> ---hits: ASV399 #> ---hits: ASV917 #> ---hits: ASV344 #> ---hits: ASV9184 #>  #> ---potential parent: ASV1022 #> ---potential parent: ASV926 #> ---potential parent: ASV717 #> ---potential parent: ASV1058 #> ---potential parent: ASV1059 #> ---potential parent: ASV344 #> ---potential parent: ASV917 #> ---potential parent: ASV1493 #> ---potential parent: ASV918 #> ---potential parent: ASV3994 #>  #> ------checking: ASV10224 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.777777777777784 #>  which is OK!4 #>  #> SETTING ASV1663 to be an ERROR of ASV1022 #> 4 #>  #> ------checking: ASV9264 #>  #> ------checking: ASV7174 #>  #> ------checking: ASV10584 #>  #> ------checking: ASV10594 #>  #> ------checking: ASV3444 #>  #> ------checking: ASV9174 #>  #> ------checking: ASV14934 #>  #> ------checking: ASV9184 #>  #> ------checking: ASV3994 #>  #> ####processing: ASV1697 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |========================================          |  81% #>  #> ####processing: ASV1173 #####4 #>  #> ---hits: ASV1532 #> ---hits: ASV1455 #> ---hits: ASV60 #> ---hits: ASV984 #> ---hits: ASV113 #> ---hits: ASV796 #> ---hits: ASV1020 #> ---hits: ASV1380 #> ---hits: ASV415 #> ---hits: ASV12904 #>  #> ---potential parent: ASV60 #> ---potential parent: ASV113 #> ---potential parent: ASV1020 #> ---potential parent: ASV984 #> ---potential parent: ASV1380 #> ---potential parent: ASV1290 #> ---potential parent: ASV1532 #> ---potential parent: ASV796 #> ---potential parent: ASV415 #> ---potential parent: ASV14554 #>  #> ------checking: ASV604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1134 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10204 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9844 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13804 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12904 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7964 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4154 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14554 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1712 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV50 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=========================================         |  81% #>  #> ####processing: ASV68 #####4 #>  #> ---hits: ASV25 #> ---hits: ASV42 #> ---hits: ASV774 #>  #> ---potential parent: ASV25 #> ---potential parent: ASV42 #> ---potential parent: ASV774 #>  #> ------checking: ASV254 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.176491561682914 #>  which is OK!4 #>  #> SETTING ASV68 to be an ERROR of ASV25 #> 4 #>  #> ------checking: ASV424 #>  #> ------checking: ASV774 #>  #> ####processing: ASV77 #####4 #>  #> ---hits: ASV25 #> ---hits: ASV42 #> ---hits: ASV684 #>  #> ---potential parent: ASV25 #> ---potential parent: ASV42 #> ---potential parent: ASV684 #>  #> ------checking: ASV254 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.266342586670084 #>  which is OK!4 #>  #> SETTING ASV77 to be an ERROR of ASV25 #> 4 #>  #> ------checking: ASV424 #>  #> ------checking: ASV684 #>  #> ####processing: ASV82 #####4 #>  #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV851 #> ---hits: ASV1451 #> ---hits: ASV475 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV484 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV484 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=========================================         |  82% #>  #> ####processing: ASV127 #####4 #>  #> ---hits: ASV1069 #> ---hits: ASV9464 #>  #> ---potential parent: ASV10694 #>  #> ------checking: ASV10694 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV179 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV196 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV203 #####4 #>  #> ---hits: ASV580 #> ---hits: ASV379 #> ---hits: ASV64 #> ---hits: ASV168 #> ---hits: ASV249 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV99 #> ---potential parent: ASV249 #> ---potential parent: ASV5804 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2413793103448284 #>  #> ------checking: ASV994 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2494 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6666666666666674 #>  #> ------checking: ASV5804 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2011494252873564 #>  #> No parent found! #> 4 #>  #> ####processing: ASV208 #####4 #>  #> ---hits: ASV298 #> ---hits: ASV4584 #>  #> ---potential parent: ASV4584 #>  #> ------checking: ASV4584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.04234895539243374 #>  #> No parent found! #> 4 #>  #> ####processing: ASV222 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV285 #####4 #>  #> ---hits: ASV227 #> ---hits: ASV305 #> ---hits: ASV238 #> ---hits: ASV15654 #>  #> ---potential parent: ASV227 #> ---potential parent: ASV238 #> ---potential parent: ASV15654 #>  #> ------checking: ASV2274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.002245508982035934 #>  #> ------checking: ASV2384 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15654 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |=========================================         |  83% #>  #> ####processing: ASV288 #####4 #>  #> ---hits: ASV917 #> ---hits: ASV344 #> ---hits: ASV717 #> ---hits: ASV399 #> ---hits: ASV918 #> ---hits: ASV7224 #>  #> ---potential parent: ASV717 #> ---potential parent: ASV344 #> ---potential parent: ASV722 #> ---potential parent: ASV917 #> ---potential parent: ASV918 #> ---potential parent: ASV3994 #>  #> ------checking: ASV7174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3444 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7224 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3994 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV318 #####4 #>  #> ---hits: ASV11024 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV458 #####4 #>  #> ---hits: ASV208 #> ---hits: ASV2984 #>  #> ---potential parent: ASV2084 #>  #> ------checking: ASV2084 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6872852233676984 #>  #> No parent found! #> 4 #>    |                                                           |==========================================        |  83% #>  #> ####processing: ASV491 #####4 #>  #> ---hits: ASV814 #> ---hits: ASV210 #> ---hits: ASV1223 #> ---hits: ASV1454 #>  #> ---potential parent: ASV145 #> ---potential parent: ASV814 #> ---potential parent: ASV210 #> ---potential parent: ASV12234 #>  #> ------checking: ASV1454 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8144 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV2104 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.333333333333334 #>  which is OK!4 #>  #> SETTING ASV491 to be an ERROR of ASV210 #> 4 #>  #> ------checking: ASV12234 #>  #> ####processing: ASV515 #####4 #>  #> ---hits: ASV271 #> ---hits: ASV7004 #>  #> ---potential parent: ASV271 #> ---potential parent: ASV7004 #>  #> ------checking: ASV2714 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7004 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV567 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==========================================        |  84% #>  #> ####processing: ASV580 #####4 #>  #> ---hits: ASV64 #> ---hits: ASV168 #> ---hits: ASV203 #> ---hits: ASV249 #> ---hits: ASV379 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV99 #> ---potential parent: ASV249 #> ---potential parent: ASV2034 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.24 #>  which is OK!4 #>  #> SETTING ASV580 to be an ERROR of ASV64 #> 4 #>  #> ------checking: ASV994 #>  #> ------checking: ASV2494 #>  #> ------checking: ASV2034 #>  #> ####processing: ASV652 #####4 #>  #> ---hits: ASV78 #> ---hits: ASV33 #> ---hits: ASV1313 #> ---hits: ASV941 #> ---hits: ASV1289 #> ---hits: ASV16254 #>  #> ---potential parent: ASV78 #> ---potential parent: ASV33 #> ---potential parent: ASV941 #> ---potential parent: ASV1313 #> ---potential parent: ASV1625 #> ---potential parent: ASV12894 #>  #> ------checking: ASV784 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV334 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9414 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13134 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV16254 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV12894 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV687 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV692 #####4 #>  #> ---hits: ASV543 #> ---hits: ASV199 #> ---hits: ASV310 #> ---hits: ASV685 #> ---hits: ASV10374 #>  #> ---potential parent: ASV310 #> ---potential parent: ASV543 #> ---potential parent: ASV199 #> ---potential parent: ASV685 #> ---potential parent: ASV10374 #>  #> ------checking: ASV3104 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.03468208092485554 #>  #> ------checking: ASV5434 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1994 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6854 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10374 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV700 #####4 #>  #> ---hits: ASV271 #> ---hits: ASV5154 #>  #> ---potential parent: ASV271 #> ---potential parent: ASV5154 #>  #> ------checking: ASV2714 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.94 #>  which is OK!4 #>  #> SETTING ASV700 to be an ERROR of ASV271 #> 4 #>  #> ------checking: ASV5154 #>  #> ####processing: ASV752 #####4 #>  #> ---hits: ASV175 #> ---hits: ASV46 #> ---hits: ASV162 #> ---hits: ASV6944 #>  #> ---potential parent: ASV175 #> ---potential parent: ASV694 #> ---potential parent: ASV46 #> ---potential parent: ASV1624 #>  #> ------checking: ASV1754 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6944 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV464 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1624 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV762 #####4 #>  #> ---hits: ASV489 #> ---hits: ASV12344 #>  #> ---potential parent: ASV1234 #> ---potential parent: ASV4894 #>  #> ------checking: ASV12344 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4894 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |==========================================        |  85% #>  #> ####processing: ASV767 #####4 #>  #> ---hits: ASV3934 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV780 #####4 #>  #> ---hits: ASV592 #> ---hits: ASV346 #> ---hits: ASV953 #> ---hits: ASV1261 #> ---hits: ASV6184 #>  #> ---potential parent: ASV618 #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV953 #> ---potential parent: ASV12614 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV795 #####4 #>  #> ---hits: ASV1305 #> ---hits: ASV839 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV959 #> ---hits: ASV383 #> ---hits: ASV764 #> ---hits: ASV1053 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV764 #> ---potential parent: ASV1053 #> ---potential parent: ASV959 #> ---potential parent: ASV1305 #> ---potential parent: ASV13384 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV795 to be an ERROR of ASV81 #> 4 #>  #> ------checking: ASV3394 #>  #> ------checking: ASV2724 #>  #> ------checking: ASV8394 #>  #> ------checking: ASV3834 #>  #> ------checking: ASV7644 #>  #> ------checking: ASV10534 #>  #> ------checking: ASV9594 #>  #> ------checking: ASV13054 #>  #> ------checking: ASV13384 #>    |                                                           |===========================================       |  85% #>  #> ####processing: ASV798 #####4 #>  #> ---hits: ASV9644 #>  #> ---potential parent: ASV9644 #>  #> ------checking: ASV9644 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV987 #####4 #>  #> ---hits: ASV5234 #>  #> ---potential parent: ASV5234 #>  #> ------checking: ASV5234 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3295454545454554 #>  #> No parent found! #> 4 #>  #> ####processing: ASV998 #####4 #>  #> ---hits: ASV4444 #>  #> ---potential parent: ASV4444 #>  #> ------checking: ASV4444 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.635838150289024 #>  which is OK!4 #>  #> SETTING ASV998 to be an ERROR of ASV444 #> 4 #>    |                                                           |===========================================       |  86% #>  #> ####processing: ASV1024 #####4 #>  #> ---hits: ASV773 #> ---hits: ASV28 #> ---hits: ASV367 #> ---hits: ASV1375 #> ---hits: ASV13764 #>  #> ---potential parent: ASV28 #> ---potential parent: ASV367 #> ---potential parent: ASV773 #> ---potential parent: ASV1376 #> ---potential parent: ASV13754 #>  #> ------checking: ASV284 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 15.793754 #>  which is OK!4 #>  #> SETTING ASV1024 to be an ERROR of ASV28 #> 4 #>  #> ------checking: ASV3674 #>  #> ------checking: ASV7734 #>  #> ------checking: ASV13764 #>  #> ------checking: ASV13754 #>  #> ####processing: ASV1068 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1070 #####4 #>  #> ---hits: ASV52 #> ---hits: ASV159 #> ---hits: ASV8804 #>  #> ---potential parent: ASV52 #> ---potential parent: ASV159 #> ---potential parent: ASV8804 #>  #> ------checking: ASV524 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8804 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1093 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1107 #####4 #>  #> ---hits: ASV116 #> ---hits: ASV596 #> ---hits: ASV1526 #> ---hits: ASV579 #> ---hits: ASV500 #> ---hits: ASV1225 #> ---hits: ASV989 #> ---hits: ASV1178 #> ---hits: ASV653 #> ---hits: ASV8164 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV116 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV596 #> ---potential parent: ASV653 #> ---potential parent: ASV1225 #> ---potential parent: ASV15264 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV1164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5964 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12254 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15264 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1132 #####4 #>  #> ---hits: ASV8474 #>  #> ---potential parent: ASV8474 #>  #> ------checking: ASV8474 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1141 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |===========================================       |  87% #>  #> ####processing: ASV1169 #####4 #>  #> ---hits: ASV198 #> ---hits: ASV16424 #>  #> ---potential parent: ASV1984 #>  #> ------checking: ASV1984 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 17.25203252032524 #>  which is OK!4 #>  #> SETTING ASV1169 to be an ERROR of ASV198 #> 4 #>  #> ####processing: ASV1200 #####4 #>  #> ---hits: ASV1332 #> ---hits: ASV1562 #> ---hits: ASV1303 #> ---hits: ASV693 #> ---hits: ASV860 #> ---hits: ASV504 #> ---hits: ASV772 #> ---hits: ASV1409 #> ---hits: ASV1458 #> ---hits: ASV7464 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1409 #> ---potential parent: ASV504 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV860 #> ---potential parent: ASV1303 #> ---potential parent: ASV1562 #> ---potential parent: ASV14584 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14094 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV5044 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.02173913043478264 #>  #> ------checking: ASV8604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14584 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1229 #####4 #>  #> ---hits: ASV15234 #>  #> ---potential parent: ASV15234 #>  #> ------checking: ASV15234 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>    |                                                           |============================================      |  87% #>  #> ####processing: ASV1242 #####4 #>  #> ---hits: ASV15774 #>  #> ---potential parent: ASV15774 #>  #> ------checking: ASV15774 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1265 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1305 #####4 #>  #> ---hits: ASV795 #> ---hits: ASV959 #> ---hits: ASV839 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV339 #> ---hits: ASV383 #> ---hits: ASV764 #> ---hits: ASV1053 #> ---hits: ASV13384 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV764 #> ---potential parent: ASV1053 #> ---potential parent: ASV959 #> ---potential parent: ASV795 #> ---potential parent: ASV13384 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV1305 to be an ERROR of ASV81 #> 4 #>  #> ------checking: ASV3394 #>  #> ------checking: ASV2724 #>  #> ------checking: ASV8394 #>  #> ------checking: ASV3834 #>  #> ------checking: ASV7644 #>  #> ------checking: ASV10534 #>  #> ------checking: ASV9594 #>  #> ------checking: ASV7954 #>  #> ------checking: ASV13384 #>    |                                                           |============================================      |  88% #>  #> ####processing: ASV1338 #####4 #>  #> ---hits: ASV839 #> ---hits: ASV795 #> ---hits: ASV81 #> ---hits: ASV272 #> ---hits: ASV1305 #> ---hits: ASV339 #> ---hits: ASV764 #> ---hits: ASV959 #> ---hits: ASV383 #> ---hits: ASV10534 #>  #> ---potential parent: ASV81 #> ---potential parent: ASV339 #> ---potential parent: ASV272 #> ---potential parent: ASV839 #> ---potential parent: ASV383 #> ---potential parent: ASV764 #> ---potential parent: ASV1053 #> ---potential parent: ASV959 #> ---potential parent: ASV795 #> ---potential parent: ASV13054 #>  #> ------checking: ASV814 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV3394 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV2724 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1276595744680854 #>  #> ------checking: ASV3834 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7644 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV10534 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9594 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV7954 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13054 #>  #> ------relative cooccurence: 0.54 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1341 #####4 #>  #> ---hits: ASV14604 #>  #> ---potential parent: ASV14604 #>  #> ------checking: ASV14604 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6489361702127664 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1379 #####4 #>  #> ---hits: ASV710 #> ---hits: ASV5174 #>  #> ---potential parent: ASV517 #> ---potential parent: ASV7104 #>  #> ------checking: ASV5174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7104 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1390 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1401 #####4 #>  #> ---hits: ASV327 #> ---hits: ASV1448 #> ---hits: ASV792 #> ---hits: ASV8834 #>  #> ---potential parent: ASV327 #> ---potential parent: ASV792 #> ---potential parent: ASV8834 #>  #> ------checking: ASV3274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 44 #>  which is OK!4 #>  #> SETTING ASV1401 to be an ERROR of ASV327 #> 4 #>  #> ------checking: ASV7924 #>  #> ------checking: ASV8834 #>  #> ####processing: ASV1458 #####4 #>  #> ---hits: ASV1454 #> ---hits: ASV1558 #> ---hits: ASV1030 #> ---hits: ASV1303 #> ---hits: ASV1332 #> ---hits: ASV693 #> ---hits: ASV1562 #> ---hits: ASV772 #> ---hits: ASV860 #> ---hits: ASV12304 #>  #> ---potential parent: ASV772 #> ---potential parent: ASV693 #> ---potential parent: ASV1230 #> ---potential parent: ASV1332 #> ---potential parent: ASV1030 #> ---potential parent: ASV860 #> ---potential parent: ASV1558 #> ---potential parent: ASV1303 #> ---potential parent: ASV1562 #> ---potential parent: ASV14544 #>  #> ------checking: ASV7724 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6934 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV12304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14544 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1565 #####4 #>  #> ---hits: ASV238 #> ---hits: ASV227 #> ---hits: ASV285 #> ---hits: ASV3054 #>  #> ---potential parent: ASV227 #> ---potential parent: ASV238 #> ---potential parent: ASV2854 #>  #> ------checking: ASV2274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.5416666666666674 #>  #> ------checking: ASV2384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.254 #>  #> ------checking: ASV2854 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |============================================      |  89% #>  #> ####processing: ASV1584 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1609 #####4 #>  #> ---hits: ASV1681 #> ---hits: ASV1146 #> ---hits: ASV4544 #>  #> ---potential parent: ASV1681 #> ---potential parent: ASV454 #> ---potential parent: ASV11464 #>  #> ------checking: ASV16814 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4544 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11464 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1615 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=============================================     |  89% #>  #> ####processing: ASV1636 #####4 #>  #> ---hits: ASV1010 #> ---hits: ASV736 #> ---hits: ASV333 #> ---hits: ASV986 #> ---hits: ASV19 #> ---hits: ASV24 #> ---hits: ASV858 #> ---hits: ASV979 #> ---hits: ASV1271 #> ---hits: ASV2664 #>  #> ---potential parent: ASV19 #> ---potential parent: ASV24 #> ---potential parent: ASV266 #> ---potential parent: ASV333 #> ---potential parent: ASV858 #> ---potential parent: ASV986 #> ---potential parent: ASV736 #> ---potential parent: ASV1010 #> ---potential parent: ASV979 #> ---potential parent: ASV12714 #>  #> ------checking: ASV194 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV244 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3334 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV8584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9864 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7364 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10104 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV9794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12714 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1653 #####4 #>  #> ---hits: ASV1388 #> ---hits: ASV973 #> ---hits: ASV459 #> ---hits: ASV1468 #> ---hits: ASV671 #> ---hits: ASV1261 #> ---hits: ASV552 #> ---hits: ASV592 #> ---hits: ASV697 #> ---hits: ASV3464 #>  #> ---potential parent: ASV346 #> ---potential parent: ASV592 #> ---potential parent: ASV697 #> ---potential parent: ASV1261 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV459 #> ---potential parent: ASV671 #> ---potential parent: ASV13884 #>  #> ------checking: ASV3464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4594 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV6714 #>  #> ------relative cooccurence: 0.54 #>  #> ------checking: ASV13884 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1683 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |=============================================     |  90% #>  #> ####processing: ASV1704 #####4 #>  #> ---hits: ASV122 #> ---hits: ASV14194 #>  #> ---potential parent: ASV14194 #>  #> ------checking: ASV14194 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1628 #####4 #>  #> ---hits: ASV1109 #> ---hits: ASV1006 #> ---hits: ASV1125 #> ---hits: ASV12334 #>  #> ---potential parent: ASV1109 #> ---potential parent: ASV1233 #> ---potential parent: ASV1006 #> ---potential parent: ASV11254 #>  #> ------checking: ASV11094 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12334 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10064 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11254 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV945 #####4 #>  #> ---hits: ASV15914 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV108 #####4 #>  #> ---hits: ASV82 #> ---hits: ASV856 #> ---hits: ASV851 #> ---hits: ASV1451 #> ---hits: ASV475 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV48 #> ---potential parent: ASV82 #> ---potential parent: ASV851 #> ---potential parent: ASV856 #> ---potential parent: ASV14514 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV484 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV824 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.431574849133744 #>  which is OK!4 #>  #> SETTING ASV108 to be an ERROR of ASV82 #> 4 #>  #> ------checking: ASV8514 #>  #> ------checking: ASV8564 #>  #> ------checking: ASV14514 #>  #> ####processing: ASV122 #####4 #>  #> ---hits: ASV17044 #>  #> ---potential parent: ASV17044 #>  #> ------checking: ASV17044 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV152 #####4 #>  #> ---hits: ASV651 #> ---hits: ASV953 #> ---hits: ASV618 #> ---hits: ASV5924 #>  #> ---potential parent: ASV618 #> ---potential parent: ASV592 #> ---potential parent: ASV953 #> ---potential parent: ASV6514 #>  #> ------checking: ASV6184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6514 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1192939744370054 #>  #> No parent found! #> 4 #>  #> ####processing: ASV168 #####4 #>  #> ---hits: ASV64 #> ---hits: ASV249 #> ---hits: ASV580 #> ---hits: ASV379 #> ---hits: ASV203 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV99 #> ---potential parent: ASV249 #> ---potential parent: ASV203 #> ---potential parent: ASV580 #> ---potential parent: ASV3794 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.845672575599584 #>  which is OK!4 #>  #> SETTING ASV168 to be an ERROR of ASV64 #> 4 #>  #> ------checking: ASV994 #>  #> ------checking: ASV2494 #>  #> ------checking: ASV2034 #>  #> ------checking: ASV5804 #>  #> ------checking: ASV3794 #>    |                                                           |=============================================     |  91% #>  #> ####processing: ASV207 #####4 #>  #> ---hits: ASV1014 #>  #> ---potential parent: ASV1014 #>  #> ------checking: ASV1014 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.295516925892044 #>  #> No parent found! #> 4 #>  #> ####processing: ASV230 #####4 #>  #> ---hits: ASV234 #>  #> ---potential parent: ASV234 #>  #> ------checking: ASV234 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.0005437737901033174 #>  #> No parent found! #> 4 #>  #> ####processing: ASV242 #####4 #>  #> ---hits: ASV1166 #> ---hits: ASV632 #> ---hits: ASV627 #> ---hits: ASV868 #> ---hits: ASV1218 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV1420 #> ---hits: ASV3584 #>  #> ---potential parent: ASV358 #> ---potential parent: ASV129 #> ---potential parent: ASV1218 #> ---potential parent: ASV632 #> ---potential parent: ASV627 #> ---potential parent: ASV1420 #> ---potential parent: ASV1469 #> ---potential parent: ASV868 #> ---potential parent: ASV11664 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.0005910165484633574 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.0413711583924354 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV11664 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |==============================================    |  91% #>  #> ####processing: ASV253 #####4 #>  #> ---hits: ASV1114 #>  #> ---potential parent: ASV1114 #>  #> ------checking: ASV1114 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.02321204516938524 #>  #> No parent found! #> 4 #>  #> ####processing: ASV280 #####4 #>  #> ---hits: ASV284 #> ---hits: ASV754 #>  #> ---potential parent: ASV75 #> ---potential parent: ASV2844 #>  #> ------checking: ASV754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2844 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.9751243781094534 #>  #> No parent found! #> 4 #>  #> ####processing: ASV284 #####4 #>  #> ---hits: ASV280 #> ---hits: ASV754 #>  #> ---potential parent: ASV75 #> ---potential parent: ASV2804 #>  #> ------checking: ASV754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2804 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.025510204081634 #>  which is OK!4 #>  #> SETTING ASV284 to be an ERROR of ASV280 #> 4 #>    |                                                           |==============================================    |  92% #>  #> ####processing: ASV298 #####4 #>  #> ---hits: ASV208 #> ---hits: ASV4584 #>  #> ---potential parent: ASV208 #> ---potential parent: ASV4584 #>  #> ------checking: ASV2084 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.385758998435054 #>  which is OK!4 #>  #> SETTING ASV298 to be an ERROR of ASV208 #> 4 #>  #> ------checking: ASV4584 #>  #> ####processing: ASV305 #####4 #>  #> ---hits: ASV285 #> ---hits: ASV227 #> ---hits: ASV238 #> ---hits: ASV15654 #>  #> ---potential parent: ASV227 #> ---potential parent: ASV238 #> ---potential parent: ASV285 #> ---potential parent: ASV15654 #>  #> ------checking: ASV2274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.002429149797570854 #>  #> ------checking: ASV2384 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2854 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.081781376518224 #>  which is OK!4 #>  #> SETTING ASV305 to be an ERROR of ASV285 #> 4 #>  #> ------checking: ASV15654 #>  #> ####processing: ASV379 #####4 #>  #> ---hits: ASV203 #> ---hits: ASV249 #> ---hits: ASV64 #> ---hits: ASV168 #> ---hits: ASV580 #> ---hits: ASV53 #> ---hits: ASV205 #> ---hits: ASV35 #> ---hits: ASV99 #> ---hits: ASV3644 #>  #> ---potential parent: ASV35 #> ---potential parent: ASV205 #> ---potential parent: ASV53 #> ---potential parent: ASV364 #> ---potential parent: ASV64 #> ---potential parent: ASV99 #> ---potential parent: ASV249 #> ---potential parent: ASV203 #> ---potential parent: ASV580 #> ---potential parent: ASV1684 #>  #> ------checking: ASV354 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2054 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV644 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.6431095406360424 #>  #> ------checking: ASV994 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2494 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.935217903415784 #>  which is OK!4 #>  #> SETTING ASV379 to be an ERROR of ASV249 #> 4 #>  #> ------checking: ASV2034 #>  #> ------checking: ASV5804 #>  #> ------checking: ASV1684 #>  #> ####processing: ASV384 #####4 #>  #> ---hits: ASV616 #> ---hits: ASV1444 #>  #> ---potential parent: ASV144 #> ---potential parent: ASV6164 #>  #> ------checking: ASV1444 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6164 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.4759615384615384 #>  #> No parent found! #> 4 #>  #> ####processing: ASV393 #####4 #>  #> ---hits: ASV7674 #>  #> ---potential parent: ASV7674 #>  #> ------checking: ASV7674 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.3555555555555564 #>  #> No parent found! #> 4 #>  #> ####processing: ASV497 #####4 #>  #> ---hits: ASV87 #> ---hits: ASV215 #> ---hits: ASV12284 #>  #> ---potential parent: ASV87 #> ---potential parent: ASV215 #> ---potential parent: ASV12284 #>  #> ------checking: ASV874 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.003454231433506044 #>  #> ------checking: ASV2154 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12284 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV524 #####4 #>  #> ---hits: ASV9184 #>  #> ---potential parent: ASV9184 #>  #> ------checking: ASV9184 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |==============================================    |  93% #>  #> ####processing: ASV537 #####4 #>  #> ---hits: ASV650 #> ---hits: ASV1332 #> ---hits: ASV1030 #> ---hits: ASV1303 #> ---hits: ASV1558 #> ---hits: ASV378 #> ---hits: ASV746 #> ---hits: ASV15624 #>  #> ---potential parent: ASV378 #> ---potential parent: ASV1332 #> ---potential parent: ASV746 #> ---potential parent: ASV1030 #> ---potential parent: ASV1558 #> ---potential parent: ASV650 #> ---potential parent: ASV1303 #> ---potential parent: ASV15624 #>  #> ------checking: ASV3784 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13324 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.003960396039603964 #>  #> ------checking: ASV7464 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15584 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6504 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13034 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15624 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV552 #####4 #>  #> ---hits: ASV697 #> ---hits: ASV1259 #> ---hits: ASV564 #> ---hits: ASV428 #> ---hits: ASV1468 #> ---hits: ASV1653 #> ---hits: ASV1388 #> ---hits: ASV756 #> ---hits: ASV1495 #> ---hits: ASV9734 #>  #> ---potential parent: ASV756 #> ---potential parent: ASV428 #> ---potential parent: ASV697 #> ---potential parent: ASV564 #> ---potential parent: ASV1495 #> ---potential parent: ASV1259 #> ---potential parent: ASV973 #> ---potential parent: ASV1468 #> ---potential parent: ASV1388 #> ---potential parent: ASV16534 #>  #> ------checking: ASV7564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4284 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12594 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14684 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13884 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16534 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV557 #####4 #>  #> ---hits: ASV388 #> ---hits: ASV689 #> ---hits: ASV476 #> ---hits: ASV324 #>  #> ---potential parent: ASV32 #> ---potential parent: ASV388 #> ---potential parent: ASV476 #> ---potential parent: ASV6894 #>  #> ------checking: ASV324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3884 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.252066115702484 #>  which is OK!4 #>  #> SETTING ASV557 to be an ERROR of ASV388 #> 4 #>  #> ------checking: ASV4764 #>  #> ------checking: ASV6894 #>    |                                                           |===============================================   |  93% #>  #> ####processing: ASV588 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV619 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV636 #####4 #>  #> ---hits: ASV94 #> ---hits: ASV209 #> ---hits: ASV261 #> ---hits: ASV474 #> ---hits: ASV493 #> ---hits: ASV170 #> ---hits: ASV348 #> ---hits: ASV1365 #> ---hits: ASV18 #> ---hits: ASV84 #>  #> ---potential parent: ASV8 #> ---potential parent: ASV18 #> ---potential parent: ASV94 #> ---potential parent: ASV170 #> ---potential parent: ASV261 #> ---potential parent: ASV209 #> ---potential parent: ASV474 #> ---potential parent: ASV348 #> ---potential parent: ASV493 #> ---potential parent: ASV13654 #>  #> ------checking: ASV84 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.60396039603964 #>  which is OK!4 #>  #> SETTING ASV636 to be an ERROR of ASV8 #> 4 #>  #> ------checking: ASV184 #>  #> ------checking: ASV944 #>  #> ------checking: ASV1704 #>  #> ------checking: ASV2614 #>  #> ------checking: ASV2094 #>  #> ------checking: ASV4744 #>  #> ------checking: ASV3484 #>  #> ------checking: ASV4934 #>  #> ------checking: ASV13654 #>    |                                                           |===============================================   |  94% #>  #> ####processing: ASV651 #####4 #>  #> ---hits: ASV152 #> ---hits: ASV953 #> ---hits: ASV592 #> ---hits: ASV12614 #>  #> ---potential parent: ASV592 #> ---potential parent: ASV953 #> ---potential parent: ASV1261 #> ---potential parent: ASV1524 #>  #> ------checking: ASV5924 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12614 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1524 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 8.382653061224494 #>  which is OK!4 #>  #> SETTING ASV651 to be an ERROR of ASV152 #> 4 #>  #> ####processing: ASV689 #####4 #>  #> ---hits: ASV476 #> ---hits: ASV557 #> ---hits: ASV388 #> ---hits: ASV324 #>  #> ---potential parent: ASV32 #> ---potential parent: ASV388 #> ---potential parent: ASV476 #> ---potential parent: ASV5574 #>  #> ------checking: ASV324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3884 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.731428571428574 #>  which is OK!4 #>  #> SETTING ASV689 to be an ERROR of ASV388 #> 4 #>  #> ------checking: ASV4764 #>  #> ------checking: ASV5574 #>  #> ####processing: ASV699 #####4 #>  #> ---hits: ASV1314 #> ---hits: ASV4644 #>  #> ---potential parent: ASV464 #> ---potential parent: ASV13144 #>  #> ------checking: ASV4644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV13144 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.002932551319648094 #>  #> No parent found! #> 4 #>  #> ####processing: ASV833 #####4 #>  #> ---hits: ASV221 #> ---hits: ASV358 #> ---hits: ASV279 #> ---hits: ASV405 #> ---hits: ASV69 #> ---hits: ASV133 #> ---hits: ASV797 #> ---hits: ASV776 #> ---hits: ASV556 #> ---hits: ASV9664 #>  #> ---potential parent: ASV69 #> ---potential parent: ASV358 #> ---potential parent: ASV556 #> ---potential parent: ASV797 #> ---potential parent: ASV966 #> ---potential parent: ASV405 #> ---potential parent: ASV279 #> ---potential parent: ASV776 #> ---potential parent: ASV133 #> ---potential parent: ASV2214 #>  #> ------checking: ASV694 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01209677419354844 #>  #> ------checking: ASV3584 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.008064516129032264 #>  #> ------checking: ASV5564 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV9664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4054 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.004032258064516134 #>  #> ------checking: ASV2794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV7764 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1334 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2214 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 7.770161290322584 #>  which is OK!4 #>  #> SETTING ASV833 to be an ERROR of ASV221 #> 4 #>  #> ####processing: ASV835 #####4 #>  #> ---hits: ASV357 #> ---hits: ASV6264 #>  #> ---potential parent: ASV357 #> ---potential parent: ASV6264 #>  #> ------checking: ASV3574 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.040322580645164 #>  which is OK!4 #>  #> SETTING ASV835 to be an ERROR of ASV357 #> 4 #>  #> ------checking: ASV6264 #>  #> ####processing: ASV851 #####4 #>  #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV1451 #> ---hits: ASV475 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV48 #> ---potential parent: ASV82 #> ---potential parent: ASV108 #> ---potential parent: ASV856 #> ---potential parent: ASV14514 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV484 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV824 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 30.76987447698744 #>  which is OK!4 #>  #> SETTING ASV851 to be an ERROR of ASV82 #> 4 #>  #> ------checking: ASV1084 #>  #> ------checking: ASV8564 #>  #> ------checking: ASV14514 #>  #> ####processing: ASV856 #####4 #>  #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV851 #> ---hits: ASV1451 #> ---hits: ASV475 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV48 #> ---potential parent: ASV82 #> ---potential parent: ASV108 #> ---potential parent: ASV851 #> ---potential parent: ASV14514 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV484 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV824 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 31.16101694915254 #>  which is OK!4 #>  #> SETTING ASV856 to be an ERROR of ASV82 #> 4 #>  #> ------checking: ASV1084 #>  #> ------checking: ASV8514 #>  #> ------checking: ASV14514 #>    |                                                           |===============================================   |  95% #>  #> ####processing: ASV868 #####4 #>  #> ---hits: ASV627 #> ---hits: ASV632 #> ---hits: ASV1469 #> ---hits: ASV129 #> ---hits: ASV660 #> ---hits: ASV1657 #> ---hits: ASV1218 #> ---hits: ASV673 #> ---hits: ASV1420 #> ---hits: ASV5304 #>  #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV1218 #> ---potential parent: ASV632 #> ---potential parent: ASV660 #> ---potential parent: ASV1657 #> ---potential parent: ASV627 #> ---potential parent: ASV1420 #> ---potential parent: ASV14694 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 9.163090128755364 #>  which is OK!4 #>  #> SETTING ASV868 to be an ERROR of ASV129 #> 4 #>  #> ------checking: ASV6734 #>  #> ------checking: ASV5304 #>  #> ------checking: ASV12184 #>  #> ------checking: ASV6324 #>  #> ------checking: ASV6604 #>  #> ------checking: ASV16574 #>  #> ------checking: ASV6274 #>  #> ------checking: ASV14204 #>  #> ------checking: ASV14694 #>  #> ####processing: ASV946 #####4 #>  #> ---hits: ASV127 #> ---hits: ASV1069 #> ---hits: ASV16324 #>  #> ---potential parent: ASV1632 #> ---potential parent: ASV1069 #> ---potential parent: ASV1274 #>  #> ------checking: ASV16324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10694 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1274 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1045 #####4 #>  #> ---hits: ASV41 #> ---hits: ASV251 #> ---hits: ASV1092 #> ---hits: ASV6724 #>  #> ---potential parent: ASV41 #> ---potential parent: ASV251 #> ---potential parent: ASV672 #> ---potential parent: ASV10924 #>  #> ------checking: ASV414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01242236024844724 #>  #> ------checking: ASV2514 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6724 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV10924 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |================================================  |  95% #>  #> ####processing: ASV1055 #####4 #>  #> ---hits: ASV614 #> ---hits: ASV733 #> ---hits: ASV419 #> ---hits: ASV667 #> ---hits: ASV341 #> ---hits: ASV244 #> ---hits: ASV766 #> ---hits: ASV139 #> ---hits: ASV744 #> ---hits: ASV12684 #>  #> ---potential parent: ASV139 #> ---potential parent: ASV244 #> ---potential parent: ASV766 #> ---potential parent: ASV1268 #> ---potential parent: ASV667 #> ---potential parent: ASV341 #> ---potential parent: ASV419 #> ---potential parent: ASV733 #> ---potential parent: ASV744 #> ---potential parent: ASV6144 #>  #> ------checking: ASV1394 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.9622641509433964 #>  #> ------checking: ASV2444 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.7861635220125794 #>  #> ------checking: ASV7664 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12684 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.006289308176100634 #>  #> ------checking: ASV6674 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.04402515723274 #>  which is OK!4 #>  #> SETTING ASV1055 to be an ERROR of ASV667 #> 4 #>  #> ------checking: ASV3414 #>  #> ------checking: ASV4194 #>  #> ------checking: ASV7334 #>  #> ------checking: ASV7444 #>  #> ------checking: ASV6144 #>  #> ####processing: ASV1092 #####4 #>  #> ---hits: ASV251 #> ---hits: ASV41 #> ---hits: ASV672 #> ---hits: ASV10454 #>  #> ---potential parent: ASV41 #> ---potential parent: ASV251 #> ---potential parent: ASV672 #> ---potential parent: ASV10454 #>  #> ------checking: ASV414 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.03424657534246584 #>  #> ------checking: ASV2514 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 4.260273972602744 #>  which is OK!4 #>  #> SETTING ASV1092 to be an ERROR of ASV251 #> 4 #>  #> ------checking: ASV6724 #>  #> ------checking: ASV10454 #>  #> ####processing: ASV1102 #####4 #>  #> ---hits: ASV318 #> ---hits: ASV2 #> ---hits: ASV576 #> ---hits: ASV3754 #>  #> ---potential parent: ASV2 #> ---potential parent: ASV576 #> ---potential parent: ASV375 #> ---potential parent: ASV3184 #>  #> ------checking: ASV24 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.04861111111111114 #>  #> ------checking: ASV5764 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3184 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |================================================  |  96% #>  #> ####processing: ASV1117 #####4 #>  #> ---hits: ASV999 #> ---hits: ASV43 #> ---hits: ASV507 #> ---hits: ASV201 #> ---hits: ASV542 #> ---hits: ASV1387 #> ---hits: ASV915 #> ---hits: ASV667 #> ---hits: ASV14194 #>  #> ---potential parent: ASV43 #> ---potential parent: ASV542 #> ---potential parent: ASV507 #> ---potential parent: ASV999 #> ---potential parent: ASV201 #> ---potential parent: ASV667 #> ---potential parent: ASV1419 #> ---potential parent: ASV915 #> ---potential parent: ASV13874 #>  #> ------checking: ASV434 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 78.87142857142864 #>  which is OK!4 #>  #> SETTING ASV1117 to be an ERROR of ASV43 #> 4 #>  #> ------checking: ASV5424 #>  #> ------checking: ASV5074 #>  #> ------checking: ASV9994 #>  #> ------checking: ASV2014 #>  #> ------checking: ASV6674 #>  #> ------checking: ASV14194 #>  #> ------checking: ASV9154 #>  #> ------checking: ASV13874 #>  #> ####processing: ASV1118 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1166 #####4 #>  #> ---hits: ASV242 #> ---hits: ASV627 #> ---hits: ASV632 #> ---hits: ASV868 #> ---hits: ASV14694 #>  #> ---potential parent: ASV632 #> ---potential parent: ASV627 #> ---potential parent: ASV1469 #> ---potential parent: ASV242 #> ---potential parent: ASV8684 #>  #> ------checking: ASV6324 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6274 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14694 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2424 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV8684 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1178 #####4 #>  #> ---hits: ASV1453 #> ---hits: ASV254 #> ---hits: ASV653 #> ---hits: ASV500 #> ---hits: ASV579 #> ---hits: ASV1107 #> ---hits: ASV1526 #> ---hits: ASV989 #> ---hits: ASV38 #> ---hits: ASV12254 #>  #> ---potential parent: ASV38 #> ---potential parent: ASV989 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV653 #> ---potential parent: ASV254 #> ---potential parent: ASV1225 #> ---potential parent: ASV1526 #> ---potential parent: ASV1107 #> ---potential parent: ASV14534 #>  #> ------checking: ASV384 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.370078740157484 #>  which is OK!4 #>  #> SETTING ASV1178 to be an ERROR of ASV38 #> 4 #>  #> ------checking: ASV9894 #>  #> ------checking: ASV5004 #>  #> ------checking: ASV5794 #>  #> ------checking: ASV6534 #>  #> ------checking: ASV2544 #>  #> ------checking: ASV12254 #>  #> ------checking: ASV15264 #>  #> ------checking: ASV11074 #>  #> ------checking: ASV14534 #>  #> ####processing: ASV1181 #####4 #>  #> ---hits: ASV1420 #> ---hits: ASV431 #> ---hits: ASV617 #> ---hits: ASV129 #> ---hits: ASV563 #> ---hits: ASV660 #> ---hits: ASV530 #> ---hits: ASV1657 #> ---hits: ASV673 #> ---hits: ASV12184 #>  #> ---potential parent: ASV563 #> ---potential parent: ASV129 #> ---potential parent: ASV673 #> ---potential parent: ASV530 #> ---potential parent: ASV1218 #> ---potential parent: ASV660 #> ---potential parent: ASV1657 #> ---potential parent: ASV431 #> ---potential parent: ASV617 #> ---potential parent: ASV14204 #>  #> ------checking: ASV5634 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1294 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6734 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5304 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12184 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6604 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV16574 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV4314 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6174 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14204 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1215 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1280 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |================================================  |  97% #>  #> ####processing: ASV1281 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1291 #####4 #>  #> ---hits: ASV1405 #> ---hits: ASV653 #> ---hits: ASV643 #> ---hits: ASV1526 #> ---hits: ASV500 #> ---hits: ASV579 #> ---hits: ASV1453 #> ---hits: ASV564 #> ---hits: ASV697 #> ---hits: ASV11074 #>  #> ---potential parent: ASV697 #> ---potential parent: ASV564 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV643 #> ---potential parent: ASV653 #> ---potential parent: ASV1526 #> ---potential parent: ASV1107 #> ---potential parent: ASV1405 #> ---potential parent: ASV14534 #>  #> ------checking: ASV6974 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5794 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6434 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.485436893203884 #>  which is OK!4 #>  #> SETTING ASV1291 to be an ERROR of ASV653 #> 4 #>  #> ------checking: ASV15264 #>  #> ------checking: ASV11074 #>  #> ------checking: ASV14054 #>  #> ------checking: ASV14534 #>  #> ####processing: ASV1295 #####4 #>  #> ---hits: ASV1576 #> ---hits: ASV5864 #>  #> ---potential parent: ASV586 #> ---potential parent: ASV15764 #>  #> ------checking: ASV5864 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV15764 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>    |                                                           |================================================= |  97% #>  #> ####processing: ASV1377 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1405 #####4 #>  #> ---hits: ASV1291 #> ---hits: ASV500 #> ---hits: ASV653 #> ---hits: ASV1453 #> ---hits: ASV643 #> ---hits: ASV975 #> ---hits: ASV254 #> ---hits: ASV816 #> ---hits: ASV55 #> ---hits: ASV5644 #>  #> ---potential parent: ASV816 #> ---potential parent: ASV55 #> ---potential parent: ASV975 #> ---potential parent: ASV564 #> ---potential parent: ASV500 #> ---potential parent: ASV643 #> ---potential parent: ASV653 #> ---potential parent: ASV254 #> ---potential parent: ASV1291 #> ---potential parent: ASV14534 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV554 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1071428571428574 #>  #> ------checking: ASV9754 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5644 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV5004 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6434 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV6534 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV2544 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV12914 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV14534 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1448 #####4 #>  #> ---hits: ASV1401 #> ---hits: ASV792 #> ---hits: ASV327 #> ---hits: ASV8834 #>  #> ---potential parent: ASV327 #> ---potential parent: ASV792 #> ---potential parent: ASV883 #> ---potential parent: ASV14014 #>  #> ------checking: ASV3274 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 144 #>  which is OK!4 #>  #> SETTING ASV1448 to be an ERROR of ASV327 #> 4 #>  #> ------checking: ASV7924 #>  #> ------checking: ASV8834 #>  #> ------checking: ASV14014 #>    |                                                           |================================================= |  98% #>  #> ####processing: ASV1451 #####4 #>  #> ---hits: ASV475 #> ---hits: ASV82 #> ---hits: ASV108 #> ---hits: ASV856 #> ---hits: ASV851 #> ---hits: ASV91 #> ---hits: ASV484 #>  #> ---potential parent: ASV475 #> ---potential parent: ASV91 #> ---potential parent: ASV48 #> ---potential parent: ASV82 #> ---potential parent: ASV108 #> ---potential parent: ASV851 #> ---potential parent: ASV8564 #>  #> ------checking: ASV4754 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.974025974025974 #>  which is OK!4 #>  #> SETTING ASV1451 to be an ERROR of ASV475 #> 4 #>  #> ------checking: ASV914 #>  #> ------checking: ASV484 #>  #> ------checking: ASV824 #>  #> ------checking: ASV1084 #>  #> ------checking: ASV8514 #>  #> ------checking: ASV8564 #>  #> ####processing: ASV1453 #####4 #>  #> ---hits: ASV500 #> ---hits: ASV254 #> ---hits: ASV579 #> ---hits: ASV653 #> ---hits: ASV1178 #> ---hits: ASV816 #> ---hits: ASV55 #> ---hits: ASV1225 #> ---hits: ASV989 #> ---hits: ASV8654 #>  #> ---potential parent: ASV989 #> ---potential parent: ASV816 #> ---potential parent: ASV55 #> ---potential parent: ASV500 #> ---potential parent: ASV579 #> ---potential parent: ASV653 #> ---potential parent: ASV865 #> ---potential parent: ASV254 #> ---potential parent: ASV1225 #> ---potential parent: ASV11784 #>  #> ------checking: ASV9894 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.1168831168831174 #>  #> ------checking: ASV8164 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.194805194805194 #>  which is OK!4 #>  #> SETTING ASV1453 to be an ERROR of ASV816 #> 4 #>  #> ------checking: ASV554 #>  #> ------checking: ASV5004 #>  #> ------checking: ASV5794 #>  #> ------checking: ASV6534 #>  #> ------checking: ASV8654 #>  #> ------checking: ASV2544 #>  #> ------checking: ASV12254 #>  #> ------checking: ASV11784 #>  #> ####processing: ASV1470 #####4 #>  #> ---hits: ASV895 #> ---hits: ASV1239 #> ---hits: ASV892 #> ---hits: ASV1563 #> ---hits: ASV1510 #> ---hits: ASV1438 #> ---hits: ASV1437 #> ---hits: ASV1471 #> ---hits: ASV605 #> ---hits: ASV10314 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV605 #> ---potential parent: ASV1510 #> ---potential parent: ASV1239 #> ---potential parent: ASV1437 #> ---potential parent: ASV1471 #> ---potential parent: ASV15634 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01333333333333334 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2266666666666674 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.746666666666674 #>  which is OK!4 #>  #> SETTING ASV1470 to be an ERROR of ASV895 #> 4 #>  #> ------checking: ASV14384 #>  #> ------checking: ASV6054 #>  #> ------checking: ASV15104 #>  #> ------checking: ASV12394 #>  #> ------checking: ASV14374 #>  #> ------checking: ASV14714 #>  #> ------checking: ASV15634 #>  #> ####processing: ASV1471 #####4 #>  #> ---hits: ASV1563 #> ---hits: ASV605 #> ---hits: ASV1437 #> ---hits: ASV892 #> ---hits: ASV895 #> ---hits: ASV1510 #> ---hits: ASV1438 #> ---hits: ASV1239 #> ---hits: ASV1470 #> ---hits: ASV10314 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV605 #> ---potential parent: ASV1510 #> ---potential parent: ASV1239 #> ---potential parent: ASV1437 #> ---potential parent: ASV1470 #> ---potential parent: ASV15634 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01333333333333334 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2266666666666674 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.746666666666674 #>  which is OK!4 #>  #> SETTING ASV1471 to be an ERROR of ASV895 #> 4 #>  #> ------checking: ASV14384 #>  #> ------checking: ASV6054 #>  #> ------checking: ASV15104 #>  #> ------checking: ASV12394 #>  #> ------checking: ASV14374 #>  #> ------checking: ASV14704 #>  #> ------checking: ASV15634 #>  #> ####processing: ASV1485 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1561 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1563 #####4 #>  #> ---hits: ASV1471 #> ---hits: ASV892 #> ---hits: ASV895 #> ---hits: ASV1510 #> ---hits: ASV1437 #> ---hits: ASV605 #> ---hits: ASV1438 #> ---hits: ASV1470 #> ---hits: ASV1031 #> ---hits: ASV12394 #>  #> ---potential parent: ASV1031 #> ---potential parent: ASV892 #> ---potential parent: ASV895 #> ---potential parent: ASV1438 #> ---potential parent: ASV605 #> ---potential parent: ASV1510 #> ---potential parent: ASV1239 #> ---potential parent: ASV1437 #> ---potential parent: ASV1470 #> ---potential parent: ASV14714 #>  #> ------checking: ASV10314 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.01724137931034484 #>  #> ------checking: ASV8924 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 0.2931034482758624 #>  #> ------checking: ASV8954 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 3.551724137931034 #>  which is OK!4 #>  #> SETTING ASV1563 to be an ERROR of ASV895 #> 4 #>  #> ------checking: ASV14384 #>  #> ------checking: ASV6054 #>  #> ------checking: ASV15104 #>  #> ------checking: ASV12394 #>  #> ------checking: ASV14374 #>  #> ------checking: ASV14704 #>  #> ------checking: ASV14714 #>    |                                                           |================================================= |  99% #>  #> ####processing: ASV1583 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1591 #####4 #>  #> ---hits: ASV9454 #>  #> ---potential parent: ASV9454 #>  #> ------checking: ASV9454 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1611 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==================================================|  99% #>  #> ####processing: ASV1627 #####4 #>  #> ---hits: ASV12704 #>  #> ---potential parent: ASV12704 #>  #> ------checking: ASV12704 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 1.627906976744194 #>  which is OK!4 #>  #> SETTING ASV1627 to be an ERROR of ASV1270 #> 4 #>  #> ####processing: ASV1642 #####4 #>  #> ---hits: ASV360 #> ---hits: ASV198 #> ---hits: ASV14954 #>  #> ---potential parent: ASV1495 #> ---potential parent: ASV198 #> ---potential parent: ASV3604 #>  #> ------checking: ASV14954 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV1984 #>  #> ------relative cooccurence: 04 #>  #> ------checking: ASV3604 #>  #> ------relative cooccurence: 04 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1662 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>    |                                                           |==================================================| 100% #>  #> ####processing: ASV1665 #####4 #>  #> ---hits: ASV29 #> ---hits: ASV633 #> ---hits: ASV2944 #>  #> ---potential parent: ASV29 #> ---potential parent: ASV633 #> ---potential parent: ASV2944 #>  #> ------checking: ASV294 #>  #> ------relative cooccurence: 14 #>  which is sufficient!4 #>  #> ------min avg abundance: 2.65517241379314 #>  which is OK!4 #>  #> SETTING ASV1665 to be an ERROR of ASV29 #> 4 #>  #> ------checking: ASV6334 #>  #> ------checking: ASV2944 #>  #> ####processing: ASV765 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV739 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #>  #> ####processing: ASV1726 #####4 #>  #> ---hits: 4 #>  #> ---potential parent: 4 #>  #> No parent found! #> 4 #> $new_physeq #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 549 taxa and 185 samples ] #> sample_data() Sample Data:       [ 185 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 549 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 549 reference sequences ] #>  #> $discrepancy_vector #>             Domain             Phylum              Class              Order  #>          1.0000000          0.8823529          0.6960784          0.6764706  #>             Family              Genus            Species       Trophic.Mode  #>          0.6831683          0.6568627          0.6078431          0.7549020  #>              Guild              Trait Confidence.Ranking      Genus_species  #>          0.7254902          0.8529412          0.8235294          0.6078431  #>  #> $res_lulu #> $res_lulu$curated_table #>         A10.005.B_S188_MERGED.fastq.gz A10.005.H_S189_MERGED.fastq.gz #> ASV1004                              1                              0 #> ASV1006                              0                              0 #> ASV1007                              0                              0 #> ASV101                               0                              0 #> ASV1011                              0                              0 #> ASV1014                              0                              3 #> ASV1015                              0                              0 #> ASV1017                              0                              0 #> ASV1020                              0                              0 #> ASV1022                              0                              0 #> ASV1023                              0                              0 #> ASV1030                              0                              0 #> ASV1031                              0                              0 #> ASV1035                              0                              0 #> ASV1036                              0                              0 #> ASV1037                              0                              0 #> ASV104                               0                              0 #> ASV1045                              0                              0 #> ASV105                               0                              0 #> ASV1052                              0                              0 #> ASV1053                              0                              0 #> ASV1058                              0                              0 #> ASV1059                              0                              0 #> ASV1063                              0                              0 #> ASV1067                              0                              0 #> ASV1068                              0                              0 #> ASV1069                              0                              0 #> ASV107                               0                              0 #> ASV1070                              0                              0 #> ASV1074                              0                              0 #> ASV1079                              0                              0 #> ASV1085                              0                              0 #> ASV1093                              0                              0 #> ASV1097                              0                              0 #> ASV1102                              0                              0 #> ASV1107                              0                              0 #> ASV1108                              0                              0 #> ASV1109                              0                              0 #> ASV111                               0                              7 #> ASV1111                              0                              0 #> ASV1118                              0                              0 #> ASV1125                              0                              0 #> ASV1128                              0                              0 #> ASV1129                              0                              0 #> ASV113                               0                              5 #> ASV1132                              0                              0 #> ASV1133                              0                              0 #> ASV1134                              0                              0 #> ASV1141                              0                              0 #> ASV1143                              0                              0 #> ASV1144                              0                              0 #> ASV1146                              0                              0 #> ASV1152                              0                             83 #> ASV1155                              0                              0 #> ASV116                               0                              1 #> ASV1164                              0                              0 #> ASV1166                              0                              0 #> ASV1167                              0                              0 #> ASV1173                              0                              0 #> ASV1176                              0                              0 #> ASV1179                              0                              0 #> ASV1181                              0                              0 #> ASV119                               0                              0 #> ASV1190                              0                              0 #> ASV1192                              5                              0 #> ASV1198                              0                              0 #> ASV12                                0                              1 #> ASV1200                              0                              0 #> ASV1205                              0                              0 #> ASV1212                              0                              0 #> ASV1213                              0                              0 #> ASV1215                              0                              0 #> ASV1218                              0                              0 #> ASV122                               0                              0 #> ASV1223                              0                              0 #> ASV1224                              0                              0 #> ASV1225                              0                              0 #> ASV1229                              0                              0 #> ASV1230                              0                              3 #> ASV1233                              0                              0 #> ASV1234                              0                              0 #> ASV1236                             11                              0 #> ASV1239                              0                              0 #> ASV124                               0                              0 #> ASV1242                              6                              0 #> ASV1253                              0                              0 #> ASV1259                              0                              0 #> ASV1263                              0                              0 #> ASV1265                              0                              0 #> ASV127                               0                              0 #> ASV1270                              0                              0 #> ASV1272                              0                              0 #> ASV1278                              1                              0 #> ASV1279                              0                              0 #> ASV1280                              0                              0 #> ASV1281                              0                              0 #> ASV1289                              0                              0 #> ASV129                               0                              0 #> ASV1290                              0                              0 #> ASV1294                              0                              0 #> ASV1295                              0                              0 #> ASV1297                              0                              0 #> ASV1300                              0                              0 #> ASV1302                              0                              0 #> ASV1303                              0                              0 #> ASV1304                              0                              0 #> ASV131                               0                              0 #> ASV1311                              0                              0 #> ASV1313                              0                              0 #> ASV1314                              0                              0 #> ASV1315                              0                              0 #> ASV1319                              0                              0 #> ASV1320                              0                              0 #> ASV1321                              0                              0 #> ASV133                               0                              0 #> ASV1332                              0                              0 #> ASV1338                              0                              0 #> ASV1340                              0                              0 #> ASV1341                              0                              0 #> ASV1356                              0                              0 #> ASV1359                              0                              0 #> ASV1365                              0                              1 #> ASV1369                              0                              0 #> ASV137                               0                              0 #> ASV1370                              0                              0 #> ASV1377                              0                              0 #> ASV1379                              0                              0 #> ASV1380                              0                              0 #> ASV1386                              0                             29 #> ASV1388                              0                              0 #> ASV139                               0                              0 #> ASV1390                              0                              0 #> ASV1396                              0                              0 #> ASV1403                              0                              0 #> ASV1404                              0                              0 #> ASV1405                              0                              0 #> ASV1409                              0                              0 #> ASV1410                              0                              0 #> ASV1419                              0                              0 #> ASV142                               0                              0 #> ASV1420                              0                              0 #> ASV1421                              0                              0 #> ASV1422                              0                              0 #> ASV1423                              0                              0 #> ASV1424                              0                              0 #> ASV1427                              0                              0 #> ASV1428                              0                              0 #> ASV143                               0                              0 #> ASV1434                              0                              0 #> ASV1437                              0                              0 #> ASV1438                              0                              0 #> ASV144                               0                              0 #> ASV145                               0                              0 #> ASV1454                              0                              0 #> ASV1455                              0                              0 #> ASV1458                              0                              0 #> ASV1459                              0                              0 #> ASV1460                              0                              0 #> ASV1461                              0                              0 #> ASV1462                              0                              0 #> ASV1468                              0                              0 #> ASV1469                              0                              0 #> ASV147                               0                              0 #> ASV148                               0                              0 #> ASV1483                              0                              1 #> ASV1484                              0                              0 #> ASV1485                              0                              0 #> ASV1493                              0                              0 #> ASV1495                              0                              0 #> ASV1507                              0                              0 #> ASV151                               0                              0 #> ASV1510                              0                              0 #> ASV1518                              0                              0 #> ASV152                               0                              0 #> ASV1523                              0                              0 #> ASV1526                              0                              0 #> ASV1532                              0                              0 #> ASV1537                              0                              0 #> ASV1543                              0                              0 #> ASV1545                              0                              0 #> ASV1548                              0                              0 #> ASV1550                              0                              0 #> ASV1552                              0                              0 #> ASV1553                              0                              0 #> ASV1557                              0                              0 #> ASV1558                              0                              0 #> ASV1561                              0                              0 #> ASV1562                              0                              0 #> ASV1564                              0                              0 #> ASV1565                              0                              0 #> ASV1574                              0                              0 #> ASV1576                              0                              0 #> ASV1577                              0                              0 #> ASV1583                              0                              0 #> ASV1584                              0                              0 #> ASV1586                              0                              0 #> ASV1588                              0                              0 #> ASV159                               0                              0 #> ASV1591                              0                              0 #> ASV1603                              0                              0 #> ASV1609                              0                              0 #> ASV1611                              0                              0 #> ASV1615                              0                              0 #> ASV162                               0                              0 #> ASV1624                              0                              0 #> ASV1628                              0                              0 #> ASV1630                              0                              0 #> ASV1632                              0                              0 #> ASV1635                              0                              0 #> ASV1636                              0                              0 #> ASV1642                              0                              0 #> ASV1644                             11                              0 #> ASV1645                              0                              0 #> ASV1650                              0                              0 #> ASV1653                              0                              0 #> ASV1658                              0                              0 #> ASV1662                              0                              0 #> ASV1667                              0                              0 #> ASV1674                              0                              0 #> ASV1681                              0                              0 #> ASV1683                              0                              0 #> ASV1684                              0                              0 #> ASV1690                              0                              0 #> ASV1697                              0                              0 #> ASV170                             104                              0 #> ASV1704                              0                              0 #> ASV171                               0                              0 #> ASV1712                              0                              0 #> ASV172                               0                              0 #> ASV1726                              0                              0 #> ASV175                               0                              0 #> ASV176                               0                              0 #> ASV178                               0                              0 #> ASV179                               0                              0 #> ASV18                               33                              0 #> ASV19                                0                              0 #> ASV192                               0                              0 #> ASV193                               0                              0 #> ASV194                               0                              0 #> ASV196                               0                              0 #> ASV198                               0                              0 #> ASV199                               0                              0 #> ASV2                                 1                             23 #> ASV201                               0                              0 #> ASV202                               0                              0 #> ASV203                               0                              0 #> ASV205                               0                              0 #> ASV207                               0                              0 #> ASV208                               0                              0 #> ASV210                               0                              0 #> ASV215                               0                              0 #> ASV219                               0                              0 #> ASV221                               0                              0 #> ASV222                               0                              0 #> ASV223                               0                              0 #> ASV224                               0                              0 #> ASV227                               0                              0 #> ASV23                                0                              0 #> ASV230                               0                              0 #> ASV235                               0                              0 #> ASV238                               0                              0 #> ASV24                                0                              0 #> ASV242                               0                              0 #> ASV244                               0                              0 #> ASV248                               0                              0 #> ASV249                               0                              0 #> ASV25                                0                              0 #> ASV251                               3                              0 #> ASV253                               0                              0 #> ASV254                               0                              0 #> ASV255                               0                              0 #> ASV26                              465                              0 #> ASV261                              25                              0 #> ASV264                               0                              0 #> ASV266                               0                              0 #> ASV27                                0                              0 #> ASV271                               0                              0 #> ASV272                               0                              0 #> ASV279                               0                              0 #> ASV28                                1                              0 #> ASV280                               0                              0 #> ASV285                               0                              0 #> ASV286                               0                              0 #> ASV288                               0                              0 #> ASV29                                0                              0 #> ASV292                               0                              0 #> ASV297                               0                              0 #> ASV310                               0                              0 #> ASV311                               0                              0 #> ASV313                               0                              0 #> ASV314                               0                              0 #> ASV318                               0                              0 #> ASV32                                0                              0 #> ASV320                               0                              0 #> ASV322                               0                              0 #> ASV327                               0                              0 #> ASV329                               0                              0 #> ASV33                                0                              0 #> ASV334                               0                              0 #> ASV338                               0                              0 #> ASV339                               0                              0 #> ASV341                               0                              0 #> ASV344                               0                              0 #> ASV346                               0                             11 #> ASV35                                0                              0 #> ASV355                               0                              0 #> ASV357                               0                              0 #> ASV358    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                              0 #> ASV1644                              0                               0 #> ASV1645                              0                               0 #> ASV1650                              0                               0 #> ASV1653                              0                               0 #> ASV1658                              0                               0 #> ASV1662                              0                               0 #> ASV1667                              0                               0 #> ASV1674                              0                               0 #> ASV1681                              0                               0 #> ASV1683                              0                               0 #> ASV1684                              0                               0 #> ASV1690                              0                               0 #> ASV1697                              0                               0 #> ASV170                               0                               0 #> ASV1704                              0                               0 #> ASV171                               0                               0 #> ASV1712                              0                               0 #> ASV172                               0                             265 #> ASV1726                              0                               0 #> ASV175                               2                               0 #> ASV176                               0                               0 #> ASV178                               0                               0 #> ASV179                               0                               0 #> ASV18                                0                              44 #> ASV19                                0                               1 #> ASV192                               0                               0 #> ASV193                               0                               0 #> ASV194                               0                               0 #> ASV196                               0                               0 #> ASV198                               0                               0 #> ASV199                               0                               0 #> ASV2                                 3                               7 #> ASV201                               0                               6 #> ASV202                               0                               0 #> ASV203                               0                               0 #> ASV205                               0                               0 #> ASV207                               0                               0 #> ASV208                               0                               0 #> ASV210                               0                               0 #> ASV215                               0                               0 #> ASV219                               0                               0 #> ASV221                               0                               0 #> ASV222                               0                               0 #> ASV223                               2                               0 #> ASV224                               0                               0 #> ASV227                               0                               0 #> ASV23                                0                               0 #> ASV230                               0                               0 #> ASV235                               0                               0 #> ASV238                               0                               0 #> ASV24                                1                               0 #> ASV242                               0                               0 #> ASV244                               0                             577 #> ASV248                               0                               0 #> ASV249                               0                               0 #> ASV25                                0                               0 #> ASV251                               0                               0 #> ASV253                               0                               0 #> ASV254                               0                               0 #> ASV255                               3                               0 #> ASV26                                0                               0 #> ASV261                               0                               0 #> ASV264                               0                               0 #> ASV266                               1                               0 #> ASV27                                0                               0 #> ASV271                               0                               0 #> ASV272                               0                               0 #> ASV279                               0                               0 #> ASV28                                0                               1 #> ASV280                               0                               0 #> ASV285                               0                               0 #> ASV286                               0                               0 #> ASV288                               0                               0 #> ASV29                                0                               0 #> ASV292                               0                               0 #> ASV297                               0                               0 #> ASV310                               0                               0 #> ASV311                               0                               0 #> ASV313                               0                               0 #> ASV314                               0                               0 #> ASV318                               0                               0 #> ASV32                                0                               0 #> ASV320                               0                               0 #> ASV322                               0                               0 #> ASV327                               0                               0 #> ASV329                               0                               0 #> ASV33                                0                               0 #> ASV334                               0                               0 #> ASV338                             213                               0 #> ASV339                               0                               6 #> ASV341                               0                               0 #> ASV344                               0                               0 #> ASV346                               0                               0 #> ASV35                                0                               0 #> ASV355                               0                               0 #> ASV357                               0                               0 #> ASV358                               0                               0 #> ASV359                               0                               0 #> ASV360                               0                               0 #> ASV365                               0                               0 #> ASV367                               0                               0 #> ASV368                               0                               0 #> ASV377                               0                               0 #> ASV378                               0                              31 #> ASV38                               38                               0 #> ASV383                               0                               0 #> ASV384                               0                               0 #> ASV388                               0                               0 #> ASV393                               0                               0 #> ASV399                               0                               0 #> ASV402                               0                               0 #> ASV404                               0                               0 #> ASV405                               0                               0 #> ASV41                                0                               0 #> ASV419                               0                               0 #> ASV42                                0                               0 #> ASV420                               0                               0 #> ASV422                               0                               0 #> ASV427                               0                               0 #> ASV428                               0                               0 #> ASV43                                0                              36 #> ASV431                               0                               0 #> ASV440                               0                               0 #> ASV443                               0                               0 #> ASV444                               0                               0 #> ASV45                                0                               0 #> ASV454                               0                               0 #> ASV458                               0                               0 #> ASV459                               0                               0 #> ASV46                                0                               0 #> ASV461                               0                             258 #> ASV462                               0                               0 #> ASV464                               0                               0 #> ASV47                                0                             315 #> ASV475                               0                               0 #> ASV477                               0                               0 #> ASV48                                0                               0 #> ASV483                             406                               0 #> ASV488                               0                               0 #> ASV489                               0                               0 #> ASV49                                0                               0 #> ASV497                               0                               0 #> ASV50                                0                               0 #> ASV500                               0                               0 #> ASV504                               0                               0 #> ASV505                               0                               0 #> ASV507                               0                             109 #> ASV509                               0                               0 #> ASV515                               0                               0 #> ASV517                               0                               3 #> ASV52                                0                               0 #> ASV523                               0                               0 #> ASV524                               0                               0 #> ASV526                               0                               0 #> ASV53                                0                               0 #> ASV530                               0                               0 #> ASV533                               0                               0 #> ASV537                               0                               0 #> ASV542                               0                              58 #> ASV543                               3                               0 #> ASV545                               0                               0 #> ASV546                               0                               0 #> ASV549                               0                               0 #> ASV55                                0                               0 #> ASV552                               0                               0 #> ASV556                               0                               0 #> ASV559                               0                              65 #> ASV563                               0                               0 #> ASV564                               0                               0 #> ASV566                               0                               0 #> ASV567                               0                               0 #> ASV569                               0                             357 #> ASV570                               0                               0 #> ASV577                               0                               0 #> ASV578                               0                               0 #> ASV579                               0                               0 #> ASV58                                0                               0 #> ASV586                               0                               0 #> ASV588                               0                               0 #> ASV59                                0                            1207 #> ASV591                               0                               0 #> ASV592                               0                               0 #> ASV596                               0                               0 #> ASV598                               0                               0 #> ASV60                                0                               0 #> ASV602                               0                             327 #> ASV604                               0                               0 #> ASV605                               0                               0 #> ASV61                                0                               0 #> ASV614                               0                               0 #> ASV615                               0                               0 #> ASV616                               0                               0 #> ASV617                               0                               0 #> ASV618                               0                               0 #> ASV619                               0                             419 #> ASV626                               0                               0 #> ASV627                               0                               0 #> ASV631                               0                               0 #> ASV632                               0                               0 #> ASV633                               0                               0 #> ASV635                               0                               0 #> ASV637                               0                               0 #> ASV64                                0                               0 #> ASV641                               0                               0 #> ASV643                               0                               0 #> ASV65                                0                               0 #> ASV650                               0                               3 #> ASV652                               0                               0 #> ASV653                               0                               0 #> ASV654                               0                               0 #> ASV662                               0                               0 #> ASV665                               0                               0 #> ASV667                               0                               0 #> ASV67                                0                               0 #> ASV672                               0                               0 #> ASV673                               0                               0 #> ASV685                               1                               0 #> ASV686                               0                               0 #> ASV687                               0                               0 #> ASV69                                0                               0 #> ASV692                               0                               0 #> ASV693                               0                               0 #> ASV694                               2                               0 #> ASV697                               0                               0 #> ASV699                               0                               0 #> ASV710                               0                               0 #> ASV711                               0                               0 #> ASV715                               0                               3 #> ASV717                               0                               3 #> ASV720                               0                               0 #> ASV722                               0                               0 #> ASV724                               0                               0 #> ASV726                               0                               0 #> ASV727                               0                               0 #> ASV729                               0                               0 #> ASV730                               0                               0 #> ASV731                               1                               0 #> ASV733                               0                               0 #> ASV737                               0                              75 #> ASV739                               0                               0 #> ASV741                               0                             210 #> ASV743                               0                               0 #> ASV744                               0                               1 #> ASV746                              49                               0 #> ASV748                               0                               0 #> ASV749                               0                               0 #> ASV75                                0                               0 #> ASV752                               0                               0 #> ASV753                               0                               0 #> ASV756                               0                               0 #> ASV758                               0                               0 #> ASV760                               0                               0 #> ASV762                               0                               0 #> ASV765                               0                               0 #> ASV766                               0                              54 #> ASV767                               0                               0 #> ASV771                               0                               0 #> ASV772                               0                               0 #> ASV773                               0                               0 #> ASV78                                0                               0 #> ASV780                               0                               0 #> ASV784                               0                              10 #> ASV785                               0                               0 #> ASV787                               0                               0 #> ASV790                               0                               0 #> ASV792                               0                               0 #> ASV796                               0                               0 #> ASV797                               0                               0 #> ASV798                               0                               0 #> ASV8                                 0                              37 #> ASV801                               0                               0 #> ASV81                                0                               4 #> ASV816                               1                               0 #> ASV817                               0                               0 #> ASV82                                0                               0 #> ASV823                               2                               0 #> ASV828                               0                               2 #> ASV829                               0                               0 #> ASV832                               0                               0 #> ASV834                               0                               1 #> ASV837                               0                               0 #> ASV839                               0                               0 #> ASV840                               0                               0 #> ASV845                               0                               0 #> ASV847                               0                               0 #> ASV85                              297                               0 #> ASV854                               0                               0 #> ASV859                               0                               0 #> ASV860                               0                               0 #> ASV865                               0                               0 #> ASV87                                0                               0 #> ASV870                               0                               0 #> ASV874                               0                               0 #> ASV875                               0                               0 #> ASV880                               0                               0 #> ASV883                               0                               0 #> ASV884                               0                               0 #> ASV89                                0                               7 #> ASV891                               2                               0 #> ASV892                               0                               0 #> ASV895                               0                               0 #> ASV898                               0                               0 #> ASV899                               2                               0 #> ASV903                               0                               0 #> ASV904                               0                               0 #> ASV906                               0                               2 #> ASV91                                0                               0 #> ASV914                               0                               0 #> ASV917                               0                               0 #> ASV918                               0                               0 #> ASV92                                0                               0 #> ASV926                               0                               0 #> ASV927                               0                               8 #> ASV930                               0                               0 #> ASV932                               0                               0 #> ASV934                               0                               0 #> ASV94                                0                               0 #> ASV940                               0                               0 #> ASV942                               0                               0 #> ASV943                               0                               0 #> ASV945                               0                               0 #> ASV946                               0                               0 #> ASV950                               0                             174 #> ASV953                               0                               0 #> ASV961                               0                               0 #> ASV964                             133                               0 #> ASV966                               0                               0 #> ASV969                               0                               0 #> ASV973                               5                               0 #>         B17.014_S18_MERGED.fastq.gz B18.006.B_S19_MERGED.fastq.gz #> ASV1004                           0                             0 #> ASV1006                           0                             0 #> ASV1007                           0                             0 #> ASV101                            0                             0 #> ASV1011                           1                             0 #> ASV1014                           0                             0 #> ASV1015                           0                             0 #> ASV1017                           0         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                        0                             0 #> ASV1063                           4                             0 #> ASV1067                           0                             0 #> ASV1068                           0                             0 #> ASV1069                           0                             0 #> ASV107                            0                             0 #> ASV1070                           0                             0 #> ASV1074                           0                             0 #> ASV1079                           0                             0 #> ASV1085                           0                             0 #> ASV1093                           0                             0 #> ASV1097                           0                             0 #> ASV1102                           0                             0 #> ASV1107                           0                             0 #> ASV1108                           0          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                       0                             0 #> ASV1152                           0                             0 #> ASV1155                           0                             0 #> ASV116                            0                             0 #> ASV1164                           0                             0 #> ASV1166                           0                             0 #> ASV1167                           0                             0 #> ASV1173                           0                             0 #> ASV1176                           0                             0 #> ASV1179                          35                             0 #> ASV1181                           0                             0 #> ASV119                            0                             0 #> ASV1190                          10                             0 #> ASV1192                          11                             0 #> ASV1198                           0                             3 #> ASV12                             0                             0 #> ASV1200                           0                             0 #> ASV1205                           0                             0 #> ASV1212                           0                             0 #> ASV1213                           5                             0 #> ASV1215                           0                             0 #> ASV1218                           0                             0 #> ASV122                            0                             0 #> ASV1223                           0                             0 #> ASV1224                           1                             0 #> ASV1225                           0                             0 #> ASV1229                           0                             0 #> ASV1230                           0                             0 #> ASV1233                           0                             4 #> ASV1234                           0                             0 #> ASV1236                           0                             0 #> ASV1239                           0                             0 #> ASV124                            0                             0 #> ASV1242                           0                             0 #> ASV1253                           0                             0 #> ASV1259                           0                             0 #> ASV1263                           0                             0 #> ASV1265                           0                             0 #> ASV127                            0                             0 #> ASV1270                           0                             0 #> ASV1272                           0                             0 #> ASV1278                           0                             0 #> ASV1279                           0                             0 #> ASV1280                           0                             0 #> ASV1281                           0                             0 #> ASV1289                           0                             0 #> ASV129                            0                             0 #> ASV1290                           0                             0 #> ASV1294                           0                             0 #> ASV1295                           0                             0 #> ASV1297                           0                             0 #> ASV1300                           0                             0 #> ASV1302                           0                             0 #> ASV1303                           0                             0 #> ASV1304                           0                             0 #> ASV131                            0                             0 #> ASV1311                           0                             0 #> ASV1313                           0                             0 #> ASV1314      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ASV1179                             0                             0 #> ASV1181                             0                           126 #> ASV119                              0                             0 #> ASV1190                             0                             0 #> ASV1192                             0                             0 #> ASV1198                             0                             0 #> ASV12                               0                             0 #> ASV1200                             0                             0 #> ASV1205                             0                             0 #> ASV1212                             1                             0 #> ASV1213                             0                             0 #> ASV1215                             0                             0 #> ASV1218                             0                             0 #> ASV122                              0                             0 #> 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#> ASV49                               0                             0 #> ASV497                              0                             0 #> ASV50                               0                             0 #> ASV500                              0                             0 #> ASV504                              0                             0 #> ASV505                             11                            23 #> ASV507                              0                             0 #> ASV509                              1                             0 #> ASV515                              0                             0 #> ASV517                              0                             0 #> ASV52                               0                             0 #> ASV523                              0                             0 #> ASV524                              0                             0 #> ASV526                              0                             0 #> 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#> ASV883                              0                             0 #> ASV884                              0                             0 #> ASV89                               0                             0 #> ASV891                              0                             0 #> ASV892                              0                             0 #> ASV895                              0                             0 #> ASV898                              0                             0 #> ASV899                              0                             0 #> ASV903                              0                             0 #> ASV904                              0                             0 #> ASV906                              0                             0 #> ASV91                               0                             0 #> ASV914                              0                             0 #> ASV917                              0                             0 #> ASV918                              0                             0 #> ASV92                               0                             0 #> ASV926                              0                             0 #> ASV927                              0                             0 #> ASV930                              0                             0 #> ASV932                              0                             0 #> ASV934                              0                             0 #> ASV94                               0                             0 #> ASV940                              0                             0 #> ASV942                              0                             0 #> ASV943                              0                             0 #> ASV945                              0                             0 #> ASV946                              0                             0 #> ASV950                              0                             0 #> ASV953                              0                             0 #> ASV961                              0                             0 #> ASV964                              0                             0 #> ASV966                              0                             0 #> ASV969                              0                             0 #> ASV973                              0                             0 #>         BG7.010.B_S30_MERGED.fastq.gz BG7.010.H_S31_MERGED.fastq.gz #> ASV1004                             0                             1 #> ASV1006                             0                             0 #> ASV1007                             0                             0 #> ASV101                              0                             0 #> ASV1011                             0                             0 #> ASV1014                             0                             0 #> ASV1015                             0                             0 #> ASV1017       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 0                             0 #> ASV1144                             0                             0 #> ASV1146                             0                             0 #> ASV1152                             0                             0 #> ASV1155                             0                             0 #> ASV116                              0                             0 #> ASV1164                             0                             0 #> ASV1166                             0                             0 #> ASV1167                             0                             0 #> ASV1173                             0                             0 #> ASV1176                             0                             0 #> ASV1179                             0                             0 #> ASV1181                             0                             0 #> ASV119                              0                             0 #> ASV1190                             0     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#> ASV1359                             0                             0 #> ASV1365                             0                             0 #> ASV1369                             0                             0 #> ASV137                              0                             0 #> ASV1370                             0                             0 #> ASV1377                             0                             0 #> ASV1379                             0                             0 #> ASV1380                             0                             0 #> ASV1386                             0                             0 #> ASV1388                             0                             0 #> ASV139                              0                            11 #> ASV1390                             0                             0 #> ASV1396                             0                             0 #> ASV1403                             0                             0 #> ASV1404                             0                            24 #> ASV1405                             0                             0 #> ASV1409                             0                             0 #> ASV1410                             0                             0 #> ASV1419                             0                            48 #> ASV142                              0                             0 #> ASV1420                             0                             0 #> ASV1421                             0                             0 #> ASV1422                             0                             0 #> ASV1423                             0                             0 #> ASV1424                             0                             0 #> ASV1427                             5                             8 #> ASV1428                             0                             0 #> ASV143                              0                             0 #> ASV1434                             0                             0 #> ASV1437                             0                             0 #> ASV1438                             0                            19 #> ASV144                              0                             0 #> ASV145                              0                             0 #> ASV1454                             0                             0 #> ASV1455                             0                             0 #> ASV1458                             0                             0 #> ASV1459                             0                             0 #> ASV1460                             0                             0 #> ASV1461                             0                             0 #> ASV1462                             0                             0 #> ASV1468                             0                             0 #> ASV1469                             0                             0 #> ASV147 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 0                             0 #> ASV1681                             0                             0 #> ASV1683                             0                             0 #> ASV1684                             0                             0 #> ASV1690                             0                             0 #> ASV1697                             2                             0 #> ASV170                              0                             0 #> ASV1704                             0                             0 #> ASV171                              0                             0 #> ASV1712                             0                             0 #> ASV172                              0                             0 #> ASV1726                             0                             0 #> ASV175                              0                             0 #> ASV176                              0                             0 #> ASV178                              0                             0 #> ASV179                              0                             0 #> ASV18                               0                             0 #> ASV19                               0                             0 #> ASV192                              0                             0 #> ASV193                              0                             0 #> ASV194                              0                             0 #> ASV196                              0                             0 #> ASV198                              0                             0 #> ASV199                              0                             0 #> ASV2                                0                             0 #> ASV201                              0                             0 #> ASV202                              0                             0 #> ASV203                              0                             0 #> ASV205                              0                             0 #> ASV207                              0                             0 #> ASV208                              0                             0 #> ASV210                              0                             0 #> ASV215                              0                             0 #> ASV219                              0                             0 #> ASV221                              0                             0 #> ASV222                              0                             0 #> ASV223                              0                             0 #> ASV224                              0                             0 #> ASV227                              0                             0 #> ASV23                               0                             0 #> ASV230                              0                             0 #> ASV235                              0                             0 #> ASV238                              0                             0 #> ASV24                               0                             0 #> ASV242                              0                             0 #> ASV244                              0                             2 #> ASV248                              0                             0 #> ASV249                              0                             0 #> ASV25                               0                             0 #> ASV251                              0                             0 #> ASV253                              0                             0 #> ASV254                              0                             0 #> ASV255                              0                             0 #> ASV26                               0                             0 #> ASV261                              0                             0 #> ASV264                              0                             0 #> ASV266                              0                             0 #> ASV27                               0                             0 #> ASV271                              0                             0 #> ASV272                              0                             0 #> ASV279                              0                            37 #> ASV28                               4                             0 #> ASV280                              0                             0 #> ASV285                              0                             0 #> ASV286                              0                             0 #> ASV288                              0                             0 #> ASV29                               0                             0 #> ASV292                              0                             0 #> ASV297                              0                             0 #> ASV310                              0                             0 #> ASV311                              0                             0 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ASV346                              0                             0 #> ASV35                               0                             0 #> ASV355                              0                             0 #> ASV357                              0                             0 #> ASV358                              0                           103 #> ASV359                              0                             0 #> ASV360                              0                             0 #> ASV365                              0                             0 #> ASV367                              0                             0 #> ASV368                              0                             0 #> ASV377                              0                             0 #> ASV378                              0                             0 #> ASV38                               0                             0 #> ASV383                              0                             0 #> ASV384 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 0                             0 #> ASV55                               0                             0 #> ASV552                              0                             0 #> ASV556                              3                           320 #> ASV559                              0                             0 #> ASV563                              0                             0 #> ASV564                              0                             0 #> ASV566                              0                             0 #> ASV567                              0                             0 #> ASV569                              0                             0 #> ASV570                              0                             0 #> ASV577                              0                             0 #> ASV578                              0                             0 #> ASV579                              0                             0 #> ASV58                               0                             0 #> ASV586                              0                             0 #> ASV588                              0                             0 #> ASV59                               0                             0 #> ASV591                              0                             0 #> ASV592                              0                             0 #> ASV596                              0                             0 #> ASV598                              0                             0 #> ASV60                               4                             0 #> ASV602                              0                             0 #> ASV604                              0                             0 #> ASV605                              0                             0 #> ASV61                               0                             0 #> ASV614                              0                             0 #> ASV615                              0            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        0                             0 #> ASV1485                             0                             0 #> ASV1493                             0                             0 #> ASV1495                             0                             0 #> ASV1507                             0                             0 #> ASV151                              0                             0 #> ASV1510                             0                             0 #> ASV1518                             0                             1 #> ASV152                              0                             0 #> ASV1523                             0                             0 #> ASV1526                             0                             0 #> ASV1532                             0                             0 #> ASV1537                             0                             0 #> ASV1543                             0                             0 #> ASV1545                             0                             0 #> ASV1548                             0                             0 #> ASV1550                             0                             0 #> ASV1552                             0                             0 #> ASV1553                             0                             0 #> ASV1557                             0                             0 #> ASV1558                             0                             0 #> ASV1561                             0                             0 #> ASV1562                             0                             0 #> ASV1564                             0                             0 #> ASV1565                             0                             0 #> ASV1574                             0                             0 #> ASV1576                             0                             0 #> ASV1577                             0                             0 #> ASV1583                             0                             0 #> ASV1584                             0                             0 #> ASV1586                             0                             0 #> ASV1588                             0                             0 #> ASV159                              0                             0 #> ASV1591                             0                             0 #> ASV1603                             0                             0 #> ASV1609                             0                             0 #> ASV1611                             0                             0 #> ASV1615                             0                             0 #> ASV162                              0                             0 #> ASV1624                             0                             0 #> ASV1628                             0                             0 #> ASV1630                             0                             0 #> ASV1632                             0            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          0 #> ASV1690                             0                             0 #> ASV1697                             0                             0 #> ASV170                              0                             0 #> ASV1704                             0                             0 #> ASV171                              0                             0 #> ASV1712                             0                             0 #> ASV172                              0                             0 #> ASV1726                             0                             0 #> ASV175                              0                             0 #> ASV176                              0                             0 #> ASV178                              0                             0 #> ASV179                              0                             0 #> ASV18                               0                             0 #> ASV19                               0                          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        9                            19 #> ASV792                              0                             0 #> ASV796                              0                             0 #> ASV797                              1                             2 #> ASV798                              0                             0 #> ASV8                                0                             2 #> ASV801                              0                             0 #> ASV81                               0                             0 #> ASV816                              0                             0 #> ASV817                              0                             0 #> ASV82                               0                             0 #> ASV823                              0                             0 #> ASV828                              0                             0 #> ASV829                              0                             0 #> ASV832                              0                             0 #> ASV834                              0                             0 #> ASV837                              0                             0 #> ASV839                              0                             0 #> ASV840                              0                             0 #> ASV845                              7                            15 #> ASV847                              0                             0 #> ASV85                               0                             0 #> ASV854                              0                             0 #> ASV859                              1                            22 #> ASV860                              0                             0 #> ASV865                              0                             0 #> ASV87                               0                             0 #> ASV870                              0                             0 #> ASV874                              0                             0 #> ASV875                              1                             0 #> ASV880                              0                             0 #> ASV883                              0                             0 #> ASV884                              7                            18 #> ASV89                               0                             0 #> ASV891                              0                             0 #> ASV892                              0                             0 #> ASV895                              0                             0 #> ASV898                              0                             6 #> ASV899                              0                             0 #> ASV903                              0                             0 #> ASV904                              0                             0 #> ASV906                              0                             0 #> ASV91                               0            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#> ASV1014                             0                            0 #> ASV1015                             0                            0 #> ASV1017                             0                            0 #> ASV1020                             1                            0 #> ASV1022                             0                           30 #> ASV1023                             0                            0 #> ASV1030                             0                            0 #> ASV1031                             0                            0 #> ASV1035                             0                            0 #> ASV1036                             0                            0 #> ASV1037                             0                            0 #> ASV104                              0                            0 #> ASV1045                             0                            0 #> ASV105                              0                            0 #> ASV1052                            14                            0 #> ASV1053                             0                            8 #> ASV1058                             0                            5 #> ASV1059                             0                            0 #> ASV1063                             0                            0 #> ASV1067                             0                            0 #> ASV1068                             0                            0 #> ASV1069                             0                            0 #> ASV107                              0                            0 #> ASV1070                             0                            0 #> ASV1074                             0                            1 #> ASV1079                             0                            0 #> ASV1085                             0                            0 #> ASV1093                             0                            0 #> ASV1097                             0                            0 #> ASV1102                             0                            0 #> ASV1107                             0                            0 #> ASV1108                             0                            0 #> ASV1109                             0                            0 #> ASV111                              0                            0 #> ASV1111                             0                            0 #> ASV1118                             0                            0 #> ASV1125                             0                            0 #> ASV1128                            13                            0 #> ASV1129                             0                            9 #> ASV113                              0                           13 #> ASV1132                             0                            0 #> ASV1133                             0                            0 #> ASV1134                             0                            0 #> ASV1141                             0                            0 #> ASV1143                             0                            0 #> ASV1144                             0                            0 #> ASV1146                             0                            0 #> ASV1152                             0                            0 #> ASV1155                             0                            0 #> ASV116                              0                            0 #> ASV1164                             0                            0 #> ASV1166                             0                            0 #> ASV1167                             0                            0 #> ASV1173                             0                            0 #> ASV1176                             0                            0 #> ASV1179                             0                            1 #> ASV1181                             0                            0 #> ASV119                              0                            0 #> ASV1190                             0                            0 #> ASV1192                             0                            2 #> ASV1198                             7                            0 #> ASV12                               0                         9519 #> ASV1200                             0                            0 #> ASV1205                             0                            0 #> ASV1212                             0                            0 #> ASV1213                             0                            0 #> ASV1215                             0                            0 #> ASV1218                             0                            0 #> ASV122                              0                            0 #> ASV1223                             0                            0 #> ASV1224                             0                            0 #> ASV1225                         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  0 #> ASV208                              0                            0 #> ASV210                              0                            0 #> ASV215                              0                            0 #> ASV219                              0                            0 #> ASV221                              0                            0 #> ASV222                              0                            0 #> ASV223                              0                            0 #> ASV224                              0                            0 #> ASV227                              0                            0 #> ASV23                               0                            0 #> ASV230                              0                            0 #> ASV235                              0                            0 #> ASV238                              0                            0 #> ASV24                               0                            0 #> ASV242        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ASV1420                              0                            0 #> ASV1421                              0                            0 #> ASV1422                              0                            0 #> ASV1423                              0                            0 #> ASV1424                              0                            0 #> ASV1427                              0                            0 #> ASV1428                              0                            0 #> ASV143                               0                            0 #> ASV1434                              0                            0 #> ASV1437                              0                            0 #> ASV1438                              0                            0 #> ASV144                               0                            0 #> ASV145                               0                            0 #> ASV1454                              0                            0 #> 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    0                             0 #> ASV254                            0                             0 #> ASV255                            0                             1 #> ASV26                             0                             0 #> ASV261                            0                             0 #> ASV264                            0                             1 #> ASV266                            0                             0 #> ASV27                             0                             0 #> ASV271                            0                             0 #> ASV272                            0                             0 #> ASV279                            0                             0 #> ASV28                             0                             0 #> ASV280                            0                             0 #> ASV285                            0                             0 #> ASV286                            0                             2 #> ASV288                            0                             0 #> ASV29                             0                             0 #> ASV292                            0                             0 #> ASV297                            0                             0 #> ASV310                            0                             0 #> ASV311                            0                             0 #> ASV313                            0                            14 #> ASV314                            0                             0 #> ASV318                            0                             0 #> ASV32                             0                             0 #> ASV320                            0                             0 #> ASV322                            0                             1 #> ASV327                            0                             0 #> ASV329                            0                             0 #> ASV33                         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0 #> ASV368                            0                             0 #> ASV377                            0                             0 #> ASV378                            0                            32 #> ASV38                            64                             6 #> ASV383                            0                             0 #> ASV384                            0                             0 #> ASV388                            0                             0 #> ASV393                            0                             0 #> ASV399                            0                             0 #> ASV402                            0                             0 #> ASV404                            0                             2 #> ASV405                            0                             0 #> ASV41                             0                             0 #> ASV419                            0                             0 #> ASV42                         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0 #> ASV461                            0                            32 #> ASV462                            0                             1 #> ASV464                            0                             0 #> ASV47                             0                             1 #> ASV475                            0                             0 #> ASV477                            0                           100 #> ASV48                             0                             0 #> ASV483                            0                             0 #> ASV488                            0                             0 #> ASV489                            0                             0 #> ASV49                             0                             0 #> ASV497                            0                             0 #> ASV50                             0                             0 #> ASV500                            0                             0 #> ASV504                            0                             9 #> ASV505                            0                             0 #> ASV507                            0                             0 #> ASV509                            0                             0 #> ASV515                            0                             0 #> ASV517                            0                            62 #> ASV52                             0                             1 #> ASV523                            0                             0 #> ASV524                            0                             0 #> ASV526                            0                             0 #> ASV53                             0                             0 #> ASV530                            0                             0 #> ASV533                            0                             0 #> ASV537                            0                             0 #> ASV542                            0                             0 #> ASV543                            0                             2 #> ASV545                            0                             0 #> ASV546                            0                             3 #> ASV549                            0                             0 #> ASV55                             0                             0 #> ASV552                            0                             0 #> ASV556                            0                             0 #> ASV559                            0                             1 #> ASV563                            0                             0 #> ASV564                            0                             5 #> ASV566                            0                             0 #> ASV567                            0                             0 #> ASV569                            0                             0 #> ASV570                            0                             0 #> ASV577                        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0 #> ASV61                             0                             0 #> ASV614                            0                             0 #> ASV615                            0                             0 #> ASV616                            0                             0 #> ASV617                          109                             0 #> ASV618                            0                             0 #> ASV619                            0                             0 #> ASV626                            0                             0 #> ASV627                            0                             0 #> ASV631                            0                             0 #> ASV632                            0                             0 #> ASV633                            0                             0 #> ASV635                            0                             0 #> ASV637                            0                             0 #> ASV64                             0                             0 #> ASV641                            0                             0 #> ASV643                            0                             0 #> ASV65                             0                             1 #> ASV650                            0                             0 #> ASV652                            0                             0 #> ASV653                            0                             0 #> ASV654                            0                             0 #> ASV662                            8                             0 #> ASV665                            0                             0 #> ASV667                            0                             0 #> ASV67                             0                             0 #> ASV672                            0                             0 #> ASV673                            0                             0 #> ASV685                            0                             0 #> ASV686                            0                             0 #> ASV687                            0                             0 #> ASV69                             0                             0 #> ASV692                            0                             0 #> ASV693                            0                             0 #> ASV694                            0                             1 #> ASV697                            0                             0 #> ASV699                            0                             0 #> ASV710                            0                             0 #> ASV711                            0                             0 #> ASV715                            0                             0 #> ASV717                            0                             1 #> ASV720                            0                             0 #> ASV722                            0                             0 #> ASV724                            0                             0 #> ASV726                            0                             0 #> ASV727                            0                             3 #> ASV729                            0                             0 #> ASV730                            0                             0 #> ASV731                            0                             0 #> ASV733                            0                             0 #> ASV737                            0                             0 #> ASV739                            0                             0 #> ASV741                            0                             0 #> ASV743                            0                             0 #> ASV744                            0                             0 #> ASV746                            0                             0 #> ASV748                            0                             0 #> ASV749                            0                             0 #> ASV75                             0                             0 #> ASV752                            0                             0 #> ASV753                            0                             0 #> ASV756                            0                             0 #> ASV758                            0                             0 #> ASV760                            0                             0 #> ASV762                            0                             0 #> ASV765                            0                             0 #> ASV766                            0                             0 #> ASV767                            0                             0 #> ASV771                            0                             0 #> ASV772                            0                             4 #> ASV773                            0                             0 #> ASV78                             0                             0 #> ASV780                            0                             0 #> ASV784                            0                             1 #> ASV785                            0                             0 #> ASV787                            0                             0 #> ASV790                            0                             0 #> ASV792                            0                             0 #> ASV796                            0                             0 #> ASV797                            0                             0 #> ASV798                            0                             0 #> ASV8                              1                             1 #> ASV801                            0                             0 #> ASV81                             0                             0 #> ASV816                            0                             0 #> ASV817                            0                             0 #> ASV82                             0                             0 #> ASV823                            0                             0 #> ASV828                            0                            23 #> ASV829                          243                             0 #> ASV832                            0                             8 #> ASV834                            0                             0 #> ASV837                            0                             0 #> ASV839                            0                             0 #> ASV840                            0                             0 #> ASV845                            0                             0 #> ASV847                            0                             0 #> ASV85                             0                             0 #> ASV854                            0                             0 #> ASV859                            0                             0 #> ASV860                            0                            10 #> ASV865                            0                             0 #> ASV87                             0                             0 #> ASV870                            0                             0 #> ASV874                            0                           104 #> ASV875                            0                             0 #> ASV880                            0                             0 #> ASV883                            0                             0 #> ASV884                            0                             0 #> ASV89                             0                            18 #> ASV891                            0                             0 #> ASV892                            0                             0 #> ASV895                            0                             0 #> ASV898                            0                             0 #> ASV899                            0                             0 #> ASV903                            0                             0 #> ASV904                            0                             0 #> ASV906                            0                             0 #> ASV91                             0                             0 #> ASV914                            0                             0 #> ASV917                            0                             0 #> ASV918                            0                             0 #> ASV92                             0                             0 #> ASV926                            0                             0 #> ASV927                            0                             4 #> ASV930                            0                             0 #> ASV932                            0                             0 #> ASV934                            0                             0 #> ASV94                             0                             0 #> ASV940                            0                             0 #> ASV942                            0                             0 #> ASV943                            0                             0 #> ASV945                            0                             0 #> ASV946                            0                             0 #> ASV950                            0                             0 #> ASV953                            0                             0 #> ASV961                            0                             0 #> ASV964                            0                             0 #> ASV966                            0                             0 #> ASV969                            0                             0 #> ASV973                            0                             0 #>         BQ4.018.H_S50_MERGED.fastq.gz BQ4.018.M_S51_MERGED.fastq.gz #> ASV1004                             0                             0 #> ASV1006                           109                             3 #> ASV1007                             0                             0 #> ASV101                              0                             0 #> ASV1011                             0                             4 #> ASV1014                             0                             0 #> ASV1015                             0                             0 #> ASV1017                             0                             0 #> ASV1020                             0                             0 #> ASV1022                             0                             0 #> ASV1023                             0                             1 #> ASV1030                             0                             0 #> ASV1031                             0                             0 #> ASV1035                             0                             0 #> ASV1036                             0                             0 #> ASV1037                             0                             0 #> ASV104                              0                             0 #> ASV1045                             0                             0 #> ASV105                              0                             1 #> ASV1052                             0                             0 #> ASV1053                             0                           146 #> ASV1058                             0                             0 #> ASV1059                             0                             1 #> ASV1063                             0                             0 #> ASV1067                             0                             0 #> ASV1068                             0                             0 #> ASV1069                             0                             0 #> ASV107                              0                             0 #> ASV1070                             0                             1 #> ASV1074                             0                             5 #> ASV1079                             0                             0 #> ASV1085                             0                             0 #> ASV1093                             0                             0 #> ASV1097                             0                             0 #> ASV1102                             0                             0 #> ASV1107                             0                             0 #> ASV1108                             0                             0 #> ASV1109                             0                             0 #> ASV111                              0                             0 #> ASV1111                            36                             0 #> ASV1118                             0                             0 #> ASV1125                           134                             0 #> ASV1128                             0                             0 #> ASV1129                             0                             0 #> ASV113                              1                          3386 #> ASV1132                             0                             0 #> ASV1133                             0                             0 #> ASV1134                             0                             0 #> ASV1141                             0                             0 #> ASV1143                             0                           131 #> ASV1144                             0                             0 #> ASV1146                             0                             0 #> ASV1152                             0                             0 #> ASV1155                             0                             0 #> ASV116                              2                             0 #> ASV1164                             0                             0 #> ASV1166                             0                             0 #> ASV1167                            67                             0 #> ASV1173                             0                             0 #> ASV1176                             7                             0 #> ASV1179                             0                             0 #> ASV1181                             0                             0 #> ASV119                              0                             0 #> ASV1190                             0                             0 #> ASV1192                             0                             0 #> ASV1198                             0                             0 #> ASV12                               0                             0 #> ASV1200                             0                             0 #> ASV1205                             0                             0 #> ASV1212                             0                             0 #> ASV1213                             0                             0 #> ASV1215                             0                             0 #> ASV1218                             0                             0 #> ASV122                              0                             0 #> ASV1223                             0                             0 #> ASV1224                             0                             0 #> ASV1225                             0                             0 #> ASV1229                             0                             0 #> ASV1230                             0                             0 #> ASV1233                             0                             0 #> ASV1234                             0                             0 #> ASV1236                             0                             0 #> ASV1239                             0                             0 #> ASV124                              0                             0 #> ASV1242                             0                             0 #> ASV1253                             0                             0 #> ASV1259                             0                             6 #> ASV1263                             0                             0 #> ASV1265                             0                             0 #> ASV127                              0                             0 #> ASV1270                             0                             0 #> ASV1272                             0                             0 #> ASV1278                             0                             0 #> ASV1279                             0                             0 #> ASV1280                             0                             0 #> ASV1281                             0                             0 #> ASV1289                             0                             0 #> ASV129                              0                             0 #> ASV1290                             0                             0 #> ASV1294                             0                             0 #> ASV1295                             0                             0 #> ASV1297                             0                             0 #> ASV1300                             0                             0 #> ASV1302                             0                             3 #> ASV1303                             0                             0 #> ASV1304                             0                             0 #> ASV131                              0                             0 #> ASV1311                             0                             0 #> ASV1313                             0                             0 #> ASV1314                             0                             0 #> ASV1315                             0                             0 #> ASV1319                             0                             0 #> ASV1320                             0                             0 #> ASV1321                             0                             0 #> ASV133                              0                             0 #> ASV1332                             2                             0 #> ASV1338                             0                             2 #> ASV1340                             0                             0 #> ASV1341                             0                             0 #> ASV1356                             0                             0 #> ASV1359                             0                             0 #> ASV1365                             0                             0 #> ASV1369                             0                             0 #> ASV137                              0                             0 #> ASV1370                             0                             0 #> ASV1377                             0                             0 #> ASV1379                             0                             0 #> ASV1380                             0                            74 #> ASV1386                             0                             0 #> ASV1388                             0                             0 #> ASV139                              0                             0 #> ASV1390                             0                             0 #> ASV1396                             0                             0 #> ASV1403                             0                             0 #> ASV1404                             0                             0 #> ASV1405                             0                             0 #> ASV1409                             0                             0 #> ASV1410                             0                             0 #> ASV1419                             0                             0 #> ASV142                              0                             0 #> ASV1420                             0                             0 #> ASV1421                             0                            26 #> ASV1422                             0                             0 #> ASV1423                             0                             0 #> ASV1424                             0                             0 #> ASV1427                             0                             0 #> ASV1428                             0                             0 #> ASV143                              0                             0 #> ASV1434                             0                             0 #> ASV1437                             0                             1 #> ASV1438                             0                             0 #> ASV144                              0                             0 #> ASV145                              0                             0 #> ASV1454                             0                             0 #> ASV1455                             0                             0 #> ASV1458                             0                             0 #> ASV1459                             0                             0 #> ASV1460                             0                             0 #> ASV1461                             0                             0 #> ASV1462                             0                             0 #> ASV1468                             0                             0 #> ASV1469                             0                             0 #> ASV147                              0                             0 #> ASV148                              0                             0 #> ASV1483                             0                             4 #> ASV1484                             7                             0 #> ASV1485                             0                             0 #> ASV1493                             0                             0 #> ASV1495                             0                             0 #> ASV1507                             0                             0 #> ASV151                             65                             0 #> ASV1510                             0                             0 #> ASV1518                             0                             0 #> ASV152                              0                             0 #> ASV1523                             0                             0 #> ASV1526                             0                             0 #> ASV1532                             0                             0 #> ASV1537                             0                             0 #> ASV1543                             0                             0 #> ASV1545                             0                             0 #> ASV1548                             0                             0 #> ASV1550                             0                             0 #> ASV1552                             0                             0 #> ASV1553                             0                             0 #> ASV1557                             0                             0 #> ASV1558                             0                             0 #> ASV1561                             0                             0 #> ASV1562                             0                             0 #> ASV1564                             0                             0 #> ASV1565                             0                             0 #> ASV1574                             0                             0 #> ASV1576                             0                             0 #> ASV1577                             0                             0 #> ASV1583                             0                             0 #> ASV1584                             0                             0 #> ASV1586                             0                             0 #> ASV1588                             0                             0 #> ASV159                              0                             0 #> ASV1591                             0                             0 #> ASV1603                             0                             0 #> ASV1609                             0                             0 #> ASV1611                             0                             0 #> ASV1615                             0                             0 #> ASV162                              0                             0 #> ASV1624                             0                             0 #> ASV1628                             0                             0 #> ASV1630                             0                             0 #> ASV1632                             0                             0 #> ASV1635                             0                             0 #> ASV1636                             0                             0 #> ASV1642                             0                             0 #> ASV1644                             0                             0 #> ASV1645                             0                             0 #> ASV1650                             0                             0 #> ASV1653                             0                             0 #> ASV1658                             0                             0 #> ASV1662                             0                             0 #> ASV1667                             0                             0 #> ASV1674                             0                             0 #> ASV1681                             0                             0 #> ASV1683                             0                             0 #> ASV1684                             0                             1 #> ASV1690                             0                             0 #> ASV1697                             0                             0 #> ASV170                              0                             0 #> ASV1704                             0                             0 #> ASV171                              0                             0 #> ASV1712                             0                             0 #> ASV172                            244                             0 #> ASV1726                             0                             0 #> ASV175                              0                             0 #> ASV176                              0                             0 #> ASV178                              0                             0 #> ASV179                              0                             0 #> ASV18                               0                             0 #> ASV19                               0                             0 #> ASV192                              0                             0 #> ASV193                              0                             0 #> ASV194                              0                             0 #> ASV196                              0                             0 #> ASV198                              0                             0 #> ASV199                              0                            20 #> ASV2                                2                             7 #> ASV201                              0                             0 #> ASV202                              0                             0 #> ASV203                              0                             0 #> ASV205                              0                             0 #> ASV207                              0                             0 #> ASV208                              0                             0 #> ASV210                              0                             0 #> ASV215                              0                             0 #> ASV219                              0                             0 #> ASV221                              0                             0 #> ASV222                              0                             0 #> ASV223                              0                            24 #> ASV224                              0                             0 #> ASV227                              0                             0 #> ASV23                               0                             0 #> ASV230                              0                             0 #> ASV235                              0                             0 #> ASV238                              0                             0 #> ASV24                               0                             0 #> ASV242                              0                             0 #> ASV244                              0                             0 #> ASV248                              0                            13 #> ASV249                              0                             0 #> ASV25                               1                             0 #> ASV251                              0                             0 #> ASV253                              0                             0 #> ASV254                              0                             0 #> ASV255                              1                             0 #> ASV26                               0                             0 #> ASV261                              0                             0 #> ASV264                              0                             0 #> ASV266                              0                             0 #> ASV27                               0                             0 #> ASV271                           1666                             0 #> ASV272                             22                          1324 #> ASV279                              0                             0 #> ASV28                               0                             1 #> ASV280                              0                             0 #> ASV285                              0                             0 #> ASV286                              0                             0 #> ASV288                              0                             0 #> ASV29                               0                             0 #> ASV292                            444                             0 #> ASV297                              0                             0 #> ASV310                              0                             4 #> ASV311                              0                             0 #> ASV313                              0                             0 #> ASV314                              0                             0 #> ASV318                              0                             0 #> ASV32                               0                             0 #> ASV320                              0                             0 #> ASV322                              0                             0 #> ASV327                              0                             0 #> ASV329                              3                             0 #> ASV33                               0                             0 #> ASV334                              0                             0 #> ASV338                              0                             0 #> ASV339                             18                          1121 #> ASV341                              0                             0 #> ASV344                              0                             8 #> ASV346                              0                             0 #> ASV35                               0                             0 #> ASV355                             16                             0 #> ASV357                              0                             3 #> ASV358                              0                             0 #> ASV359                              0                             0 #> ASV360                              0                             0 #> ASV365                              0                             0 #> ASV367                              0                             0 #> ASV368                            237                             1 #> ASV377                              0                             3 #> ASV378                             75                             0 #> ASV38                               0                             0 #> ASV383                             17                           806 #> ASV384                              0                             0 #> ASV388                              0                             0 #> ASV393                              0                             0 #> ASV399                              0                             3 #> ASV402                              0                             0 #> ASV404                              0                             0 #> ASV405                              0                             0 #> ASV41                               0                             0 #> ASV419                              0                             0 #> ASV42                               0                             0 #> ASV420                              0                             0 #> ASV422                              0                             0 #> ASV427                              0                             0 #> ASV428                              0                             0 #> ASV43                               1                             1 #> ASV431                              0                             0 #> ASV440                              0                             0 #> ASV443                            158                             0 #> ASV444                              0                             0 #> ASV45                               0                             0 #> ASV454                              0                             0 #> ASV458                              0                             0 #> ASV459                              0                             0 #> ASV46                               0                             0 #> ASV461                              0                             0 #> ASV462                              0                             0 #> ASV464                              0                             0 #> ASV47                               0                             0 #> ASV475                              0                             0 #> ASV477                              0                             0 #> ASV48                               0                             0 #> ASV483                              0                             0 #> ASV488                              0                             0 #> ASV489                              0                             0 #> ASV49                            8927                             0 #> ASV497                              0                             0 #> ASV50                               0                             0 #> ASV500                              0                             0 #> ASV504                              0                             0 #> ASV505                              0                             0 #> ASV507                              0                             0 #> ASV509                              0                             0 #> ASV515                              0                             0 #> ASV517                              0                             1 #> ASV52                               0                             0 #> ASV523                              0                             0 #> ASV524                              0                             0 #> ASV526                              0                             0 #> ASV53                               0                             0 #> ASV530                              0                             0 #> ASV533                              0                             0 #> ASV537                              0                             0 #> ASV542                              0                             0 #> ASV543                              0                             4 #> ASV545                              0                             0 #> ASV546                              2                             1 #> ASV549                              0                             0 #> ASV55                               0                             0 #> ASV552                              0                             0 #> ASV556                              0                             0 #> ASV559                              0                             1 #> ASV563                              0                             0 #> ASV564                              0                             0 #> ASV566                              0                             0 #> ASV567                              0                             0 #> ASV569                              0                             0 #> ASV570 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                0 #> ASV210                          0                             0 #> ASV215                          0                             0 #> ASV219                          0                             0 #> ASV221                          0                             0 #> ASV222                          0                             0 #> ASV223                          0                             0 #> ASV224                          0                             0 #> ASV227                          0                             0 #> ASV23                           0                             0 #> ASV230                          0                             0 #> ASV235                          0                             0 #> ASV238                          0                             0 #> ASV24                           0                             0 #> ASV242                          0                             0 #> ASV244                          0                             0 #> ASV248                          0                             0 #> ASV249                          0                             0 #> ASV25                           0                             0 #> ASV251                          0                             0 #> ASV253                          0                             0 #> ASV254                          0                             0 #> ASV255                          0                             0 #> ASV26                           0                             0 #> ASV261                          0                             0 #> ASV264                          0                             0 #> ASV266                          0                             0 #> ASV27                           0                             0 #> ASV271                          0                             0 #> ASV272                          0                             0 #> ASV279                          0                             0 #> ASV28                           1                             0 #> ASV280                          0                             0 #> ASV285                          0                             0 #> ASV286                          0                             0 #> ASV288                          0                             0 #> ASV29                           0                             0 #> ASV292                         20                             0 #> ASV297                          0                             0 #> ASV310                          0                             0 #> ASV311                          0                             0 #> ASV313                          0                             0 #> ASV314                          0                             0 #> ASV318                          0                             0 #> ASV32                           0                             0 #> ASV320                          0                             0 #> ASV322                          0                             0 #> ASV327                          0                             0 #> ASV329                          0                             0 #> ASV33                           0                             0 #> ASV334                          0                             0 #> ASV338                          0                             0 #> ASV339                          0                             0 #> ASV341                          0                             0 #> ASV344                          0                             0 #> ASV346                          0                             0 #> ASV35                           0                             0 #> ASV355                          0                             0 #> ASV357                          0                             0 #> ASV358                          0                             0 #> ASV359                         15                             0 #> ASV360                          0                             0 #> ASV365                          0                             0 #> ASV367                          1                             0 #> ASV368                         40                             0 #> ASV377                          0                             0 #> ASV378                          0                             0 #> ASV38                           0                             0 #> ASV383                          0                             0 #> ASV384                          0                             0 #> ASV388                          0                             0 #> ASV393                          0                             0 #> ASV399                          0                             0 #> ASV402                          0                             0 #> ASV404                          0                             0 #> ASV405                          0                             0 #> ASV41                           0                             0 #> ASV419                          0                             0 #> ASV42                           0                             0 #> ASV420                          0                             7 #> ASV422                          0                             0 #> ASV427                          0                             0 #> ASV428                          5                             0 #> ASV43                           0                             0 #> ASV431                          0                             0 #> ASV440                          0                             0 #> ASV443                         28                             0 #> ASV444                          0                             0 #> ASV45                           0                             0 #> ASV454                          0                             0 #> ASV458                          0                             0 #> ASV459                          0                             0 #> ASV46                           0                             0 #> ASV461                          0                             0 #> ASV462                          0                             0 #> ASV464                          0                             0 #> ASV47                           0                             0 #> ASV475                          0                             0 #> ASV477                          0                             0 #> ASV48                           0                             0 #> ASV483                          0                             0 #> ASV488                          0                             0 #> ASV489                          0                             0 #> ASV49                           0                             0 #> ASV497                          0                             0 #> ASV50                           0                             0 #> ASV500                          0                             0 #> ASV504                          0                             0 #> ASV505                          0                             0 #> ASV507                          0                             0 #> ASV509                          0                             2 #> ASV515                          0                             0 #> ASV517                          0                             0 #> ASV52                           0                             0 #> ASV523                          0                             0 #> ASV524                          0                             0 #> ASV526                          0                             0 #> ASV53                           0                             0 #> ASV530                          0                             0 #> ASV533                          4                             0 #> ASV537                          0                             0 #> ASV542                          0                             0 #> ASV543                         28                             0 #> ASV545                          0                             0 #> ASV546                          0                             0 #> ASV549                          0                             0 #> ASV55                           0                             0 #> ASV552                          0                             0 #> ASV556                          0                             2 #> ASV559                          0                             0 #> ASV563                          0                             0 #> ASV564                          0                             0 #> ASV566                          0                             0 #> ASV567                          0                             0 #> ASV569                          0                             0 #> ASV570                          0                             0 #> ASV577                          0                             0 #> ASV578                          0                             0 #> ASV579                          0                             0 #> ASV58                           0                             0 #> ASV586                          0                             0 #> ASV588                          0                             0 #> ASV59                           0                             0 #> ASV591                          0                             0 #> ASV592                          0                             0 #> ASV596                          0                             0 #> ASV598                          0                             0 #> ASV60                          32                             0 #> ASV602                          0                             0 #> ASV604                          0                             0 #> ASV605                          0                             0 #> ASV61                           0                             0 #> ASV614                          0                             0 #> ASV615                          0                             0 #> ASV616                          0                             0 #> ASV617                          0                             0 #> ASV618                          0                             0 #> ASV619                          0                             0 #> ASV626                          0                             0 #> ASV627                          0                             0 #> ASV631                          0                             4 #> ASV632                          0                             0 #> ASV633                          0                             0 #> ASV635                          0                             0 #> ASV637                          0                             0 #> ASV64                           0                             0 #> ASV641                          0                             0 #> ASV643                          0                             0 #> ASV65                           0                             0 #> ASV650                          0                             0 #> ASV652                          0                             0 #> ASV653                          0                             0 #> ASV654                          0                             0 #> ASV662                          1                             0 #> ASV665                          0                             0 #> ASV667                          0                             0 #> ASV67                           0                             0 #> ASV672                          0                             0 #> ASV673                          0                             0 #> ASV685                          0                             0 #> ASV686                          0                             0 #> ASV687                          0                             0 #> ASV69                           0                             1 #> ASV692                          0                             0 #> ASV693                          0                             0 #> ASV694                          1                             0 #> ASV697                          0                             0 #> ASV699                          0                             0 #> ASV710                          0                             0 #> ASV711                          0                             0 #> ASV715                          0                             0 #> ASV717                          0                             0 #> ASV720                          0                             0 #> ASV722                          0                             0 #> ASV724                          0                             0 #> ASV726                          0                             0 #> ASV727                          0                             0 #> ASV729                          0                             0 #> ASV730                          0                             0 #> ASV731                          0                             0 #> ASV733                          0                             0 #> ASV737                          0                             0 #> ASV739                          0                             0 #> ASV741                          0                             0 #> ASV743                          0                             0 #> ASV744                          0                             0 #> ASV746                          0                             0 #> ASV748                          0                             0 #> ASV749                          4                             0 #> ASV75                           0                             0 #> ASV752                          0                             0 #> ASV753                          0                             0 #> ASV756                          0                             0 #> ASV758                          0                             0 #> ASV760                          0                             0 #> ASV762                          0                             0 #> ASV765                          0                             0 #> ASV766                          0                             0 #> ASV767                          0                             0 #> ASV771                          0                             0 #> ASV772                          0                             0 #> ASV773                          0                             1 #> ASV78                           0                             0 #> ASV780                          0                             0 #> ASV784                          3                             0 #> ASV785                          1                             0 #> ASV787                          0                             0 #> ASV790                          0                             0 #> ASV792                          0                             0 #> ASV796                          0                             0 #> ASV797                          0                             0 #> ASV798                          0                             0 #> ASV8                            5                             0 #> ASV801                          0                             0 #> ASV81                           0                             0 #> ASV816                          0                             0 #> ASV817                          0                             0 #> ASV82                           0                             0 #> ASV823                          0                             0 #> ASV828                          0                             0 #> ASV829                          0                             0 #> ASV832                          0                             0 #> ASV834                          0                             0 #> ASV837                          0                             0 #> ASV839                          0                             0 #> ASV840                          0                             0 #> ASV845                          0                             0 #> ASV847                          0                             0 #> ASV85                           0                             0 #> ASV854                          0                             0 #> ASV859                          0                             0 #> ASV860                          0                             0 #> ASV865                          0                             0 #> ASV87                           0                             0 #> ASV870                          0                             0 #> ASV874                          0                             0 #> ASV875                          0                             0 #> ASV880                          0                             0 #> ASV883                          0                             0 #> ASV884                          0                             0 #> ASV89                           0                             0 #> ASV891                          0                             0 #> ASV892                          0                             0 #> ASV895                          0                             0 #> ASV898                          0                             0 #> ASV899                          0                             0 #> ASV903                          0                             0 #> ASV904                          0                             0 #> ASV906                          0                             0 #> ASV91                           0                             0 #> ASV914                          0                             0 #> ASV917                          1                             0 #> ASV918                          4                             0 #> ASV92                           0                             0 #> ASV926                          0                             0 #> ASV927                          0                             0 #> ASV930                          0                             0 #> ASV932                          0                             0 #> ASV934                          0                             0 #> ASV94                           0                             0 #> ASV940                          0                             0 #> ASV942                          0                             0 #> ASV943                          0                             0 #> ASV945                          0                             0 #> ASV946                          0                             0 #> ASV950                          0                             0 #> ASV953                          0                             0 #> ASV961                          0                             0 #> ASV964                          0                             0 #> ASV966                          0                             0 #> ASV969                          0                             0 #> ASV973                          0                             0 #>         CB8.019.H_S70_MERGED.fastq.gz CB8.019.M_S71_MERGED.fastq.gz #> ASV1004                             0                             0 #> ASV1006                             0                             0 #> ASV1007                             0                             0 #> ASV101                              0                             0 #> ASV1011                             0                             0 #> ASV1014                             0                             0 #> ASV1015                             0                             0 #> ASV1017                             0                             0 #> ASV1020                             0                             0 #> ASV1022                             0                             0 #> ASV1023                             0                             0 #> ASV1030                             0                             0 #> ASV1031                             0                             0 #> ASV1035                             0                             0 #> ASV1036                             0                             0 #> ASV1037                             0                             0 #> ASV104                              0                             0 #> ASV1045                             0                             0 #> ASV105                              0                             0 #> ASV1052                             0                             0 #> ASV1053                             0                             0 #> ASV1058                             0                             0 #> ASV1059                             0                             0 #> ASV1063                             0                             0 #> ASV1067                             0                             0 #> ASV1068                             0                             0 #> ASV1069                             0                             0 #> ASV107                              1                             0 #> ASV1070                             0                             0 #> ASV1074                             0                             0 #> ASV1079                             0                             0 #> ASV1085                             0                             0 #> ASV1093                             0                             0 #> ASV1097                             0                             0 #> ASV1102                             0                             0 #> ASV1107                             0                             0 #> ASV1108                             0                             0 #> ASV1109                             2                             4 #> ASV111                              0                             0 #> ASV1111                             0                             0 #> ASV1118                             0                             0 #> ASV1125                             0                             0 #> ASV1128                             0                             0 #> ASV1129                             0                             0 #> ASV113                              0                             0 #> ASV1132                             0                             0 #> ASV1133                             0                             0 #> ASV1134                             0                             0 #> ASV1141                             0                             0 #> ASV1143                             0                             0 #> ASV1144                             0                             0 #> ASV1146                             0                             0 #> ASV1152                             0                             0 #> ASV1155                             0                             0 #> ASV116                              0                             0 #> ASV1164                             0                             0 #> ASV1166                             0                             0 #> ASV1167                             0                             0 #> ASV1173                             0                             0 #> ASV1176                             0                             0 #> ASV1179                             0                             0 #> ASV1181                             0                             0 #> ASV119                              0                             0 #> ASV1190                             0                             0 #> ASV1192                             0                             0 #> ASV1198                             0                             2 #> ASV12                               0                             2 #> ASV1200                             0                             0 #> ASV1205                             0                             0 #> ASV1212                             0                             0 #> ASV1213                             0                             0 #> ASV1215                             0                             0 #> ASV1218                             0                             0 #> ASV122                              0                             0 #> ASV1223                             0                             0 #> ASV1224                             0                             0 #> ASV1225                             0                             0 #> ASV1229                             0                             0 #> ASV1230                             0                             0 #> ASV1233                             0                             0 #> ASV1234                             0                             0 #> ASV1236                             0                             0 #> ASV1239                             0                             0 #> ASV124                              0                             0 #> ASV1242                             0                             0 #> ASV1253                             0                             0 #> ASV1259                             0                             0 #> ASV1263                             0                             0 #> ASV1265                             0                             0 #> ASV127                              0                             0 #> ASV1270                             0                             0 #> ASV1272                             0                             0 #> ASV1278                             0                             0 #> ASV1279                             0                             0 #> ASV1280                             0                             0 #> ASV1281                             0                             0 #> ASV1289                             0                             0 #> ASV129                              0                             0 #> ASV1290                             0                             0 #> ASV1294                             0                             0 #> ASV1295                             0                             0 #> ASV1297                             0                             0 #> ASV1300                             0                             0 #> ASV1302                             0                             0 #> ASV1303                             0                             0 #> ASV1304                             7                             1 #> ASV131                              0                             0 #> ASV1311                             0                             0 #> ASV1313                             0                             0 #> ASV1314                             0                             0 #> ASV1315                             0                             0 #> ASV1319                             0                             0 #> ASV1320                             0                             0 #> ASV1321                             0                             0 #> ASV133                              0                             0 #> ASV1332                             0                             0 #> ASV1338                             0                             0 #> ASV1340                             0                             0 #> ASV1341                             0                             0 #> ASV1356                             0                             0 #> ASV1359                             0                             0 #> ASV1365                             0                             0 #> ASV1369                             0                             0 #> ASV137                              0                             0 #> ASV1370                             0                             0 #> ASV1377                             0                             0 #> ASV1379                             0                             0 #> ASV1380                             0                             0 #> ASV1386                             0                             0 #> ASV1388                             0                             0 #> ASV139                              0                             0 #> ASV1390                             0                             0 #> ASV1396                             0                             0 #> ASV1403                             0                             0 #> ASV1404                             0                             0 #> ASV1405                             0                             0 #> ASV1409                             0                             0 #> ASV1410                             0                             0 #> ASV1419                             0                             0 #> ASV142                              0                             0 #> ASV1420                             0                             0 #> ASV1421                             0                             0 #> ASV1422                             0                             0 #> ASV1423                             0                             0 #> ASV1424                             0                             0 #> ASV1427                             0                             0 #> ASV1428                             0                             0 #> ASV143                              0                             0 #> ASV1434                             0                             0 #> ASV1437                             0                             0 #> ASV1438                             0                             0 #> ASV144                              0                             0 #> ASV145                              0                             0 #> ASV1454                             0                             0 #> ASV1455                             0                             0 #> ASV1458                             0                             0 #> ASV1459                             0                             0 #> ASV1460                             0                             0 #> ASV1461                             0                             0 #> ASV1462                             0                             0 #> ASV1468                             0                             0 #> ASV1469                             1                             0 #> ASV147                              0                             0 #> ASV148                              0                             0 #> ASV1483                             0                             0 #> ASV1484                             0                             0 #> ASV1485                             0                             0 #> ASV1493                             0                             0 #> ASV1495                             0                             0 #> ASV1507                             0                             0 #> ASV151                              0                             0 #> ASV1510                             0                             0 #> ASV1518                             0                             0 #> ASV152                              0                             0 #> ASV1523                             0                             0 #> ASV1526                             0                             0 #> ASV1532                             0                             0 #> ASV1537                             0                             0 #> ASV1543                             0                             0 #> ASV1545                             0                             0 #> ASV1548                             0                             0 #> ASV1550                             0                             0 #> ASV1552                             0                             0 #> ASV1553                             0                             0 #> ASV1557                             0                             0 #> ASV1558                             0                             0 #> ASV1561                             0                             0 #> ASV1562                             0                             0 #> ASV1564                             0                             0 #> ASV1565                             0                             0 #> ASV1574                             0                             0 #> ASV1576                             0                             0 #> ASV1577                             0                             0 #> ASV1583                             0                             0 #> ASV1584                             0                             0 #> ASV1586                             0                             0 #> ASV1588                             0                             0 #> ASV159                              0                             0 #> ASV1591                             0                             0 #> ASV1603                             0                             0 #> ASV1609                             0                             0 #> ASV1611                             0                             0 #> ASV1615                             0                             0 #> ASV162                              0                             0 #> ASV1624                             0                             0 #> ASV1628                             0                             0 #> ASV1630                             4                            30 #> ASV1632                             0                             0 #> ASV1635                             0                             0 #> ASV1636                             0                             0 #> ASV1642                             0                             0 #> ASV1644                             0                             0 #> ASV1645                             0                             0 #> ASV1650                             0                             0 #> ASV1653                             0                             0 #> ASV1658                             1                             0 #> ASV1662                             0                             0 #> ASV1667                             0                             0 #> ASV1674                             0                             0 #> ASV1681                             0                             0 #> ASV1683                             0                             0 #> ASV1684                             0                             0 #> ASV1690                             0                             0 #> ASV1697                             0                             0 #> ASV170                              0                             0 #> ASV1704                             0                             0 #> ASV171                              0                             0 #> ASV1712                             0                             0 #> ASV172                              0                             0 #> ASV1726                             0                             0 #> ASV175                              0                             0 #> ASV176                              0                             0 #> ASV178                              0                             0 #> ASV179                              0                             0 #> ASV18                               0                             0 #> ASV19                               0                             0 #> ASV192                              0                             0 #> ASV193                              0                             0 #> ASV194                              0                             0 #> ASV196                              0                             0 #> ASV198                              0                             0 #> ASV199                              0                             0 #> ASV2                                0                             0 #> ASV201                              0                             0 #> ASV202                              0                             0 #> ASV203                              0                             0 #> ASV205                              0                             0 #> ASV207                              0                             0 #> ASV208                              0                             0 #> ASV210                              0                             0 #> ASV215                              0                             0 #> ASV219                              0                             0 #> ASV221                              0                             0 #> ASV222                              0                             0 #> ASV223                              0                             0 #> ASV224                              0                             0 #> ASV227                              0                             0 #> ASV23                               0                             0 #> ASV230                              0                             0 #> ASV235                              0                             0 #> ASV238                              0                             0 #> ASV24                               0                             0 #> ASV242                              0                             0 #> ASV244                              0                             0 #> ASV248                              0                             0 #> ASV249                              0                             0 #> ASV25                               0                             0 #> ASV251                              0                             0 #> ASV253                              0                             0 #> ASV254                              0                             0 #> ASV255                              0                             0 #> ASV26                               0                             0 #> ASV261                              0                             0 #> ASV264                              0                             0 #> ASV266                              0                             0 #> ASV27                               0                             0 #> ASV271                              0                             0 #> ASV272                              0                             0 #> ASV279                              0                             0 #> ASV28                            9907                             0 #> ASV280                              0                             0 #> ASV285                              0                             0 #> ASV286                              0                             0 #> ASV288                              0                             0 #> ASV29                               0                             0 #> ASV292                              0                             0 #> ASV297                              0                             0 #> ASV310                              0                             0 #> ASV311                              0                             0 #> ASV313                              0                             0 #> ASV314                              0                             0 #> ASV318                              0                             0 #> ASV32                               0                             0 #> ASV320                              0                             0 #> ASV322                              0                             0 #> ASV327                              0                             0 #> ASV329                              0                             0 #> ASV33                               0                             0 #> ASV334                              0                             0 #> ASV338                              0                             0 #> ASV339                              0                             0 #> ASV341                              0                             0 #> ASV344                              0                             0 #> ASV346                              0                             0 #> ASV35                               0                             0 #> ASV355                              0                             0 #> ASV357                              0                             0 #> ASV358                              0                             0 #> ASV359                              0                             0 #> ASV360                              0                             0 #> ASV365                              0                             0 #> ASV367                             37                             0 #> ASV368                              0                             0 #> ASV377                              0                             0 #> ASV378                              0                             0 #> ASV38                               0                             0 #> ASV383                              0                             0 #> ASV384                              0                             0 #> ASV388                              0                             0 #> ASV393                              0                             0 #> ASV399                              0                             0 #> ASV402                              0                             0 #> ASV404                              0                             0 #> ASV405                              0                             0 #> ASV41                               0                             0 #> ASV419                              0                             0 #> ASV42                               0                             0 #> ASV420                             10                             2 #> ASV422                              0                             0 #> ASV427                              0                             0 #> ASV428                              0                             0 #> ASV43                               0                             0 #> ASV431                              0                             0 #> ASV440                              0                             0 #> ASV443                              0                             0 #> ASV444                              0                             0 #> ASV45                               0                             0 #> ASV454                              0                             0 #> ASV458                              0                             0 #> ASV459                              0                             0 #> ASV46                               0                             0 #> ASV461                              0                             0 #> ASV462                              0                             0 #> ASV464                              0                             0 #> ASV47                               0                             0 #> ASV475                              0                             0 #> ASV477                              0                             0 #> ASV48                               0                             0 #> ASV483                              0                             0 #> ASV488                              0                             0 #> ASV489                              0                             0 #> ASV49                               0                             0 #> ASV497                              0                             0 #> ASV50                               0                             0 #> ASV500                              0                             0 #> ASV504                              0                             0 #> ASV505                              0                             0 #> ASV507                              0                             0 #> ASV509                              3                             3 #> ASV515                              0                             0 #> ASV517                              0                             0 #> ASV52                               0                             0 #> ASV523                              0                             0 #> ASV524                              0                             0 #> ASV526                              0                             0 #> ASV53                               0                             0 #> ASV530                              0                             0 #> ASV533                              0                             0 #> ASV537                              0                             0 #> ASV542                              0                             0 #> ASV543                              0                             0 #> ASV545                              0                             0 #> ASV546                              0                             0 #> ASV549                              0                             0 #> ASV55                               0                             0 #> ASV552                              0                             0 #> ASV556                              0                             0 #> ASV559                              0                             0 #> ASV563                              0                             0 #> ASV564                              0                             0 #> ASV566                              0                             0 #> ASV567                              0                             0 #> ASV569                              0                             0 #> ASV570                              0                             0 #> ASV577                              0                             0 #> ASV578                              0                             0 #> ASV579 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ASV94                               0                             0 #> ASV940                              0                             0 #> ASV942                              0                             0 #> ASV943                              0                             0 #> ASV945                              0                             0 #> ASV946                              0                             0 #> ASV950                              0                             0 #> ASV953                              0                             0 #> ASV961                              0                             0 #> ASV964                              0                             0 #> ASV966                              0                             0 #> ASV969                              0                             0 #> ASV973                              0                             0 #>         CB9.013_S72_MERGED.fastq.gz CC3.044_S73_MERGED.fastq.gz #> ASV1004    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ASV1037                           0                         138 #> ASV104                            0                           0 #> ASV1045                           0                           0 #> ASV105                            0                           0 #> ASV1052                           0                           0 #> ASV1053                           0                           0 #> ASV1058                           0                           0 #> ASV1059                           0                           0 #> ASV1063                           0                           0 #> ASV1067                           0                           0 #> ASV1068                           0                           0 #> ASV1069                           0                           0 #> ASV107                          436                           0 #> ASV1070                           0                           0 #> ASV1074                           0                           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         0 #> ASV1173                             0                               1 #> ASV1176                             0                               0 #> ASV1179                             0                               0 #> ASV1181                             0                               0 #> ASV119                              0                               0 #> ASV1190                             0                               0 #> ASV1192                             0                               0 #> ASV1198                             0                               0 #> ASV12                               0                               0 #> ASV1200                             0                               0 #> ASV1205                             0                               0 #> ASV1212                             0                               0 #> ASV1213                             0                               0 #> ASV1215                             0                               0 #> ASV1218                             0                               0 #> ASV122                              0                               0 #> ASV1223                             0                               0 #> ASV1224                             0                               0 #> ASV1225                             0                               0 #> ASV1229                             0                               0 #> ASV1230                             0                               0 #> ASV1233                             0                               0 #> ASV1234                             0                               0 #> ASV1236                             0                               0 #> ASV1239                             0                               0 #> ASV124                              0                               0 #> ASV1242                             0                               0 #> ASV1253                             0                               0 #> ASV1259                             0                               0 #> ASV1263                             0                               0 #> ASV1265                             0                               0 #> ASV127                              0                               0 #> ASV1270                             0                               0 #> ASV1272                             0                               0 #> ASV1278                             0                               0 #> ASV1279                             0                               0 #> ASV1280                             0                               0 #> ASV1281                             0                               0 #> ASV1289                             0                               0 #> ASV129                              0                               0 #> ASV1290                             0                               0 #> ASV1294                             0                               0 #> ASV1295                             0                               0 #> ASV1297                             0                               0 #> ASV1300                             0                               0 #> ASV1302                             0                               0 #> ASV1303                             0                               0 #> ASV1304                             0                               1 #> ASV131                              0                               0 #> ASV1311                             0                               0 #> ASV1313                             0                               0 #> ASV1314                             0                               0 #> ASV1315                             0                               0 #> ASV1319                             0                               0 #> ASV1320                             0                               0 #> ASV1321                             0                               0 #> ASV133                              0                               0 #> ASV1332                             0                               0 #> ASV1338                             0                               0 #> ASV1340                             0                               0 #> ASV1341                             0                               0 #> ASV1356                             0                               0 #> ASV1359                             0                               0 #> ASV1365                             0                               0 #> ASV1369                             0                               0 #> ASV137                              0                               0 #> ASV1370                             0                               0 #> ASV1377                             0                               0 #> ASV1379                             0                               0 #> ASV1380                             0                               0 #> ASV1386                             0                               0 #> ASV1388                             0                               0 #> ASV139                              0                              13 #> ASV1390                             0                               1 #> ASV1396                             0                               0 #> ASV1403                             0                               0 #> ASV1404                             0                               0 #> ASV1405                             0                               0 #> ASV1409                             0                               0 #> ASV1410                             0                               0 #> ASV1419                             0                               0 #> ASV142                              0                               0 #> ASV1420                             0                               0 #> ASV1421                             0                               0 #> ASV1422                             0                               0 #> ASV1423                             0                               0 #> ASV1424                             0                               0 #> ASV1427                             0                               0 #> ASV1428                             0                               0 #> ASV143                              0                               0 #> ASV1434                             0                               0 #> ASV1437                             0                               0 #> ASV1438                             0                               0 #> ASV144                              0                               0 #> ASV145                              0                               0 #> ASV1454                             0                               0 #> ASV1455                             0                               0 #> ASV1458                             0                               0 #> ASV1459                             0                               0 #> ASV1460                             0                               0 #> ASV1461                             0                               0 #> ASV1462                             0                               0 #> ASV1468                             0                               0 #> ASV1469                             0                               0 #> ASV147                              0                               0 #> ASV148                              0                               0 #> ASV1483                             0                               0 #> ASV1484                             0                               0 #> ASV1485                             0                               0 #> ASV1493                             0                               0 #> ASV1495                             0                               0 #> ASV1507                             0                               0 #> ASV151                              0                               1 #> ASV1510                             0                               0 #> ASV1518                             0                               0 #> ASV152                              0                               0 #> ASV1523                             0                               0 #> ASV1526                             0                               1 #> ASV1532                             0                               0 #> ASV1537                             0                               0 #> ASV1543                             0                               0 #> ASV1545                             0                               0 #> ASV1548                             0                               1 #> ASV1550                             0                               0 #> ASV1552                             0                               0 #> ASV1553                             0                               0 #> ASV1557                             0                               0 #> ASV1558                             0                               0 #> ASV1561                             0                               0 #> ASV1562                             0                               0 #> ASV1564                             0                               0 #> ASV1565                             0                               0 #> ASV1574                             0                               0 #> ASV1576                             0                               1 #> ASV1577                             0                               0 #> ASV1583                             0                               0 #> ASV1584                             0                               0 #> ASV1586                             0                               0 #> ASV1588                             0                               2 #> ASV159                              0                              11 #> ASV1591                             0                               0 #> ASV1603                             0                               0 #> ASV1609                             0                               0 #> ASV1611                             0                               0 #> ASV1615                             0                               0 #> ASV162                              0                               0 #> ASV1624                             0                               0 #> ASV1628                             0                               0 #> ASV1630                             0                               0 #> ASV1632                             0                               1 #> ASV1635                             0                               0 #> ASV1636                             0                               0 #> ASV1642                             0                               0 #> ASV1644                             0                               1 #> ASV1645                             0                               0 #> ASV1650                             0                               0 #> ASV1653                             0                               0 #> ASV1658                             0                               0 #> ASV1662                             0                               0 #> ASV1667                             0                               0 #> ASV1674                             0                               0 #> ASV1681                             0                               0 #> ASV1683                             0                               0 #> ASV1684                             0                               0 #> ASV1690                             0                               0 #> ASV1697                             0                               0 #> ASV170                              0                               0 #> ASV1704                             0                               0 #> ASV171                              0                               0 #> ASV1712                             0                               0 #> ASV172                              0                               0 #> ASV1726                             0                               0 #> ASV175                              0                               0 #> ASV176                              0                               0 #> ASV178                              0                               0 #> ASV179                              0                               0 #> ASV18                               0                               0 #> ASV19                               0                               0 #> ASV192                              0                               0 #> ASV193                              0                               0 #> ASV194                              0                               0 #> ASV196                              0                               0 #> ASV198                              0                               0 #> ASV199                              0                               0 #> ASV2                                0                               9 #> ASV201                              0                               0 #> ASV202                              0                               0 #> ASV203                              0                               0 #> ASV205                              0                               0 #> ASV207                              0                               0 #> ASV208                              0                               0 #> ASV210                              0            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                              1 #> ASV355                              0                               0 #> ASV357                              0                               1 #> ASV358                              0                               0 #> ASV359                              0                               0 #> ASV360                              0                               4 #> ASV365                              0                               0 #> ASV367                              0                               1 #> ASV368                              0                               0 #> ASV377                              0                               0 #> ASV378                              0                               0 #> ASV38                               0                              22 #> ASV383                              0                               0 #> ASV384                              0                               0 #> ASV388           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                          8                               0 #> ASV643                              0                               0 #> ASV65                               0                               0 #> ASV650                              0                               0 #> ASV652                              0                               0 #> ASV653                              0                               0 #> ASV654                              0                               0 #> ASV662                              0                               0 #> ASV665                              0                               0 #> ASV667                              0                               0 #> ASV67                               0                               0 #> ASV672                              0                              24 #> ASV673                              0                               0 #> ASV685                              0                               0 #> ASV686                              0                               0 #> ASV687                              0                             211 #> ASV69                               0                               0 #> ASV692                              0                               0 #> ASV693                              0                               0 #> ASV694                              0                               0 #> ASV697                              0                               0 #> ASV699                              0                               0 #> ASV710                              0                               4 #> ASV711                              0                               0 #> ASV715                              0                               0 #> ASV717                              0                               0 #> ASV720                              0                               0 #> ASV722                              0    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#> ASV773                              0                               1 #> ASV78                               0                               0 #> ASV780                              0                               0 #> ASV784                              0                               0 #> ASV785                              0                               0 #> ASV787                              0                               0 #> ASV790                              9                               0 #> ASV792                              0                               0 #> ASV796                              0                               0 #> ASV797                              0                               0 #> ASV798                              0                               0 #> ASV8                                0                               1 #> ASV801                              0                               0 #> ASV81                               0            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                             0                               0 #> ASV895                              0                               1 #> ASV898                              0                               0 #> ASV899                              0                               0 #> ASV903                              0                               0 #> ASV904                              0                               0 #> ASV906                              0                               0 #> ASV91                               0                               0 #> ASV914                              0                               0 #> ASV917                              0                               0 #> ASV918                              0                               0 #> ASV92                               0                               0 #> ASV926                              0                               0 #> ASV927                              0                               0 #> ASV930                              0                               0 #> ASV932                              0                               0 #> ASV934                              0                               0 #> ASV94                               0                               0 #> ASV940                              0                               0 #> ASV942                              0                               0 #> ASV943                              0                               0 #> ASV945                              0                               0 #> ASV946                              0                               0 #> ASV950                              0                               0 #> ASV953                              0                               0 #> ASV961                              0                               0 #> ASV964                              0                               0 #> ASV966                              0 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ASV1314                             0                             0 #> ASV1315                             0                             0 #> ASV1319                             0                             0 #> ASV1320                             0                             0 #> ASV1321                             0                             0 #> ASV133                              0                             0 #> ASV1332                             0                             0 #> ASV1338                             0                             0 #> ASV1340                             0                             0 #> ASV1341                             0                             0 #> ASV1356                             0                             0 #> ASV1359                             0                             0 #> ASV1365                             0                             0 #> ASV1369                             0                             0 #> ASV137 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                      0 #> ASV27                              0                           0 #> ASV271                             0                           0 #> ASV272                             0                           0 #> ASV279                             0                           0 #> ASV28                              0                          17 #> ASV280                             0                           0 #> ASV285                             0                           0 #> ASV286                             0                           1 #> ASV288                             0                           0 #> ASV29                              0                           0 #> ASV292                             0                           0 #> ASV297                             0                           0 #> ASV310                             0                           0 #> ASV311                             0                           0 #> ASV313                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   0 #> ASV524                             0                           0 #> ASV526                             0                           0 #> ASV53                              0                           0 #> ASV530                             0                           0 #> ASV533                             0                           0 #> ASV537                             0                           0 #> ASV542                             0                           0 #> ASV543                             0                           0 #> ASV545                             0                           0 #> ASV546                             0                           0 #> ASV549                             0                           0 #> ASV55                              0                           0 #> ASV552                             0                           0 #> ASV556                             0                           0 #> ASV559                             0     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   0 #> ASV767                             0                           0 #> ASV771                             0                           2 #> ASV772                             0                           0 #> ASV773                             0                          40 #> ASV78                              0                           0 #> ASV780                             0                           0 #> ASV784                             0                           0 #> ASV785                             0                           0 #> ASV787                             0                           0 #> ASV790                             0                           0 #> ASV792                             0                           0 #> ASV796                             0                           0 #> ASV797                             0                           0 #> ASV798                             0                           0 #> ASV8                               0     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              0 #> ASV932                             0                           0 #> ASV934                             0                           0 #> ASV94                              0                           0 #> ASV940                             0                           0 #> ASV942                             0                           0 #> ASV943                             0                           0 #> ASV945                             0                           0 #> ASV946                             0                           0 #> ASV950                             0                           0 #> ASV953                             0                           0 #> ASV961                             0                           0 #> ASV964                             0                           0 #> ASV966                             0                           0 #> ASV969                             0                           0 #> ASV973                             0                           0 #>         N19X.H_S127_MERGED.fastq.gz N19X.M_S128_MERGED.fastq.gz #> ASV1004                           0                           0 #> ASV1006                           0                           0 #> ASV1007                           0                           0 #> ASV101                            0                           0 #> ASV1011                          13                           0 #> ASV1014                           0                           0 #> ASV1015                           0                           0 #> ASV1017                           0                           0 #> ASV1020                           0                           0 #> ASV1022                           2                           0 #> ASV1023                           0                           0 #> ASV1030                           0                           0 #> ASV1031                           1                           1 #> ASV1035                  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                         0                           0 #> ASV1223                           0                           1 #> ASV1224                           0                           0 #> ASV1225                           0                           0 #> ASV1229                           0                           0 #> ASV1230                           0                           0 #> ASV1233                           2                           0 #> ASV1234                           0                           0 #> ASV1236                           0                           0 #> ASV1239                           0                           0 #> ASV124                            0                           0 #> ASV1242                           0                           0 #> ASV1253                           0                           0 #> ASV1259                           0                           0 #> ASV1263                           0                           0 #> 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#> ASV1403                             0                               0 #> ASV1404                             0                               0 #> ASV1405                             0                               0 #> ASV1409                             0                               0 #> ASV1410                             0                               0 #> ASV1419                             1                               0 #> ASV142                              0                               0 #> ASV1420                             0                               0 #> ASV1421                             0                               0 #> ASV1422                             0                               0 #> ASV1423                             0                              33 #> ASV1424                             0                               0 #> ASV1427                             0                               0 #> ASV1428                             0                               0 #> ASV143                              0                               0 #> ASV1434                             0                               0 #> ASV1437                             0                               0 #> ASV1438                             0                               0 #> ASV144                              0                               0 #> ASV145                              0                               0 #> ASV1454                             0                               0 #> ASV1455                             0                               0 #> ASV1458                             0                               0 #> ASV1459                             0                               0 #> ASV1460                             0                               0 #> ASV1461                             0                               0 #> ASV1462                             0                               0 #> ASV1468                             0                               0 #> ASV1469                             0                               0 #> ASV147                              0                               0 #> ASV148                              0                               0 #> ASV1483                             0                               0 #> ASV1484                             0                               0 #> ASV1485                             0                               0 #> ASV1493                             0                               0 #> ASV1495                             0                               0 #> ASV1507                             0                               2 #> ASV151                              0                               0 #> ASV1510                             0                               0 #> ASV1518                             0                               0 #> ASV152                              0                               0 #> ASV1523                             0                               0 #> ASV1526                             0                               0 #> ASV1532                             0                               3 #> ASV1537                             0                               0 #> ASV1543                             1                               0 #> ASV1545                             0                               0 #> ASV1548                             0                               0 #> ASV1550                             0                               0 #> ASV1552                             0                               0 #> ASV1553                             0                               0 #> ASV1557                             0                               0 #> ASV1558                             0                               0 #> ASV1561                             0                               0 #> ASV1562                             0                               0 #> ASV1564                             0                               0 #> ASV1565                             0                               0 #> ASV1574                             0                               0 #> ASV1576                             0                               0 #> ASV1577                             0                               0 #> ASV1583                             0                               0 #> ASV1584                             0                               0 #> ASV1586                             0                               0 #> ASV1588                             0                               0 #> ASV159                              0                               0 #> ASV1591                             0                               0 #> ASV1603                             0                               0 #> ASV1609                             0                               0 #> ASV1611                             0                               0 #> ASV1615                             0                               0 #> ASV162                              0                               0 #> ASV1624                             0                               0 #> ASV1628                             0                               0 #> ASV1630                             0                               0 #> ASV1632                             0                               0 #> ASV1635                             0                               0 #> ASV1636                             0                               0 #> ASV1642                             0                               0 #> ASV1644                             0                               0 #> ASV1645                             0                               0 #> ASV1650                             0                               0 #> ASV1653                             0                               0 #> ASV1658                             0                               0 #> ASV1662                             0                               0 #> ASV1667                             0                               0 #> ASV1674                             0                               0 #> ASV1681                             0                               0 #> ASV1683                             0                               0 #> ASV1684                             0                               0 #> ASV1690                             0                               0 #> ASV1697                             0                               0 #> ASV170                              0                               0 #> ASV1704                             0                               0 #> ASV171                              0                               0 #> ASV1712                             0                               0 #> ASV172                              0                               1 #> ASV1726                             0                               0 #> ASV175                              0                               0 #> ASV176                              0                               0 #> ASV178                              0                               0 #> ASV179                              0                               0 #> ASV18                               0                               0 #> ASV19                               0                               0 #> ASV192                              0                               0 #> ASV193                              0                               0 #> ASV194                              0                               0 #> ASV196                              0                               0 #> ASV198                              0                               0 #> ASV199                              0                               0 #> ASV2                                2                               3 #> ASV201                              0                               0 #> ASV202                              0                               0 #> ASV203                              0                               0 #> ASV205                              0                               0 #> ASV207                              0                               0 #> ASV208                              0                               0 #> ASV210                              0                               0 #> ASV215                              0                               0 #> ASV219                              0                               0 #> ASV221                              0                               0 #> ASV222                              0                               0 #> ASV223                              0                               0 #> ASV224                              0                               0 #> ASV227              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#> ASV255                              0                               0 #> ASV26                               0                               0 #> ASV261                              0                               0 #> ASV264                              0                               0 #> ASV266                              0                               0 #> ASV27                               0                               0 #> ASV271                              0                               0 #> ASV272                              0                               0 #> ASV279                              0                               0 #> ASV28                               0                               0 #> ASV280                              0                            2779 #> ASV285                              0                               0 #> ASV286                              0                               0 #> ASV288                              0                               0 #> ASV29                           20761                               0 #> ASV292                              0                               0 #> ASV297                              0                               0 #> ASV310                              0                               4 #> ASV311                              0                               0 #> ASV313                              0                               0 #> ASV314                              0                               0 #> ASV318                              0                               0 #> ASV32                               0                               0 #> ASV320                              0                               0 #> ASV322                              0                               0 #> ASV327                              0                               5 #> ASV329                              0                               0 #> ASV33                       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         0 #> ASV419                              0                               0 #> ASV42                               0                               0 #> ASV420                              0                               0 #> ASV422                              0                               0 #> ASV427                              0                               0 #> ASV428                              7                               0 #> ASV43                               0                               0 #> ASV431                              0                               0 #> ASV440                              4                               0 #> ASV443                              0                               0 #> ASV444                              0                               0 #> ASV45                               0                               0 #> ASV454                              0                               0 #> ASV458                              0                               0 #> ASV459                              0                               0 #> ASV46                               0                               0 #> ASV461                              0                               0 #> ASV462                              0                               0 #> ASV464                              0                               7 #> ASV47                               0                           10559 #> ASV475                              0                               0 #> ASV477                              0                               0 #> ASV48                               0                               0 #> ASV483                              0                               0 #> ASV488                              0                               0 #> ASV489                              0                               0 #> ASV49                               0                               0 #> ASV497           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      0 #> ASV760                              0                               0 #> ASV762                              0                               0 #> ASV765                              0                               0 #> ASV766                              0                               2 #> ASV767                              0                               0 #> ASV771                              0                               0 #> ASV772                              0                               0 #> ASV773                              0                               0 #> ASV78                               0                               0 #> ASV780                              0                               0 #> ASV784                              0                               5 #> ASV785                              0                               0 #> ASV787                              0                               0 #> ASV790                              0                               0 #> ASV792                              0                               6 #> ASV796                              0                               0 #> ASV797                              0                               0 #> ASV798                              0                               0 #> ASV8                                3                               7 #> ASV801                              0                               1 #> ASV81                               0                               0 #> ASV816                              0                               0 #> ASV817                              0                               0 #> ASV82                               0                               0 #> ASV823                              0                               0 #> ASV828                              0                               0 #> ASV829                              0                               0 #> ASV832              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#> ASV874                              0                               0 #> ASV875                              0                               0 #> ASV880                              0                               0 #> ASV883                              0                               0 #> ASV884                              0                               0 #> ASV89                               0                               0 #> ASV891                              0                               0 #> ASV892                              0                               0 #> ASV895                              0                               0 #> ASV898                              0                               0 #> ASV899                              0                               0 #> ASV903                              0                               0 #> ASV904                              0                               0 #> ASV906                              0                               0 #> ASV91                               0                               0 #> ASV914                              0                               0 #> ASV917                              0                               0 #> ASV918                              0                               0 #> ASV92                               0                               0 #> ASV926                              0                               0 #> ASV927                              0                               0 #> ASV930                              0                               0 #> ASV932                              0                               0 #> ASV934                              0                               0 #> ASV94                               0                               0 #> ASV940                              0                               0 #> ASV942                              0                               0 #> ASV943                              0                               0 #> ASV945                              0                               0 #> ASV946                              0                               0 #> ASV950                              0                               0 #> ASV953                              0                               0 #> ASV961                              0                               0 #> ASV964                              0                               0 #> ASV966                              0                               0 #> ASV969                              0                               0 #> ASV973                              0                               0 #>         NVABM.0163.H_S135_MERGED.fastq.gz NVABM.0397_S138_MERGED.fastq.gz #> ASV1004                                 0                               0 #> ASV1006                                 0                               0 #> ASV1007                                 3                           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    0 #> ASV170                                  0                               0 #> ASV1704                                 0                               0 #> ASV171                                  0                               0 #> ASV1712                                 0                               0 #> ASV172                                  0                               0 #> ASV1726                                 0                               0 #> ASV175                                  0                               0 #> ASV176                                  0                               0 #> ASV178                                  0                               0 #> ASV179                                  0                               0 #> ASV18                                   0                               0 #> ASV19                                   0                               0 #> ASV192                                  0                           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ASV1303                              0                              0 #> ASV1304                              0                              0 #> ASV131                               0                              0 #> ASV1311                              0                              0 #> ASV1313                              0                              0 #> ASV1314                              0                              0 #> ASV1315                              0                              0 #> ASV1319                              0                              0 #> ASV1320                              0                              0 #> ASV1321                              0                              0 #> ASV133                               0                              0 #> ASV1332                              0                              0 #> ASV1338                              0                              0 #> ASV1340                              0              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      0                              0 #> ASV1396                              0                              0 #> ASV1403                              0                              0 #> ASV1404                              0                              0 #> ASV1405                              0                              0 #> ASV1409                              0                              0 #> ASV1410                              0                              0 #> ASV1419                              0                              0 #> ASV142                               0                              0 #> ASV1420                              0                              0 #> ASV1421                              0                              0 #> ASV1422                              0                              0 #> ASV1423                              0                              0 #> ASV1424                              0                              0 #> ASV1427   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      0 #> ASV1462                              0                              0 #> ASV1468                              0                              0 #> ASV1469                              0                              0 #> ASV147                               0                              0 #> ASV148                               0                              0 #> ASV1483                              0                              0 #> ASV1484                              0                              0 #> ASV1485                              0                              0 #> ASV1493                              0                              0 #> ASV1495                              0                              0 #> ASV1507                              0                              0 #> ASV151                               0                              0 #> ASV1510                              0                              0 #> ASV1518                              0   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#> ASV1609                              0                              0 #> ASV1611                              0                              0 #> ASV1615                              0                              0 #> ASV162                               0                              0 #> ASV1624                              0                              0 #> ASV1628                              0                              0 #> ASV1630                              0                              0 #> ASV1632                              0                              0 #> ASV1635                              0                              0 #> ASV1636                              0                              0 #> ASV1642                              0                              0 #> ASV1644                              0                              0 #> ASV1645                              0                              0 #> ASV1650                              0           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                     1                              0 #> ASV906                               0                              0 #> ASV91                                0                              0 #> ASV914                               0                              0 #> ASV917                             191                              0 #> ASV918                               0                              0 #> ASV92                                0                              0 #> ASV926                               0                              0 #> ASV927                               0                              0 #> ASV930                               0                              0 #> ASV932                               0                              0 #> ASV934                               0                              0 #> ASV94                                0                              0 #> ASV940                               0                              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       0                             0 #> ASV129                                0                             0 #> ASV1290                               0                             1 #> ASV1294                               0                             0 #> ASV1295                               0                             0 #> ASV1297                               0                             0 #> ASV1300                               0                             0 #> ASV1302                               0                             0 #> ASV1303                               0                             0 #> ASV1304                               0                             0 #> ASV131                                0                           245 #> ASV1311                               0                             0 #> ASV1313                               0                             0 #> ASV1314                               0                             0 #> ASV1315                               3                             0 #> ASV1319                               0                             0 #> ASV1320                               0                             0 #> ASV1321                               0                             0 #> ASV133                                0                             0 #> ASV1332                               0                             0 #> ASV1338                               0                             0 #> ASV1340                               0                             0 #> ASV1341                               0                             0 #> ASV1356                               0                             0 #> ASV1359                               0                             0 #> ASV1365                               0                             0 #> ASV1369                               0                             0 #> ASV137                                0                       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#> ASV1484                               0                             0 #> ASV1485                               0                             0 #> ASV1493                               0                             0 #> ASV1495                               2                             0 #> ASV1507                               0                             0 #> ASV151                                0                             0 #> ASV1510                               0                             0 #> ASV1518                               0                             0 #> ASV152                                0                          3678 #> ASV1523                               0                             0 #> ASV1526                               0                             0 #> ASV1532                               0                             0 #> ASV1537                               1                             0 #> ASV1543                               0          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ASV1630                               0                             0 #> ASV1632                               0                             0 #> ASV1635                               1                             0 #> ASV1636                               0                             0 #> ASV1642                               0                             0 #> ASV1644                               0                             0 #> ASV1645                               0                             0 #> ASV1650                               0                             0 #> ASV1653                               0                             0 #> ASV1658                               0                             0 #> ASV1662                               0                             0 #> ASV1667                               0                             0 #> ASV1674                               0                             0 #> ASV1681                               0             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       0                             0 #> ASV18                                 0                             0 #> ASV19                                 0                            12 #> ASV192                                0                             0 #> ASV193                                0                             0 #> ASV194                                0                             0 #> ASV196                                0                             0 #> ASV198                                0                             0 #> ASV199                                0                             0 #> ASV2                                  1                             2 #> ASV201                                0                             0 #> ASV202                                0                             0 #> ASV203                                0                             0 #> ASV205                                0                             0 #> ASV207    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                  23 #> ASV383                                0                             0 #> ASV384                                0                             0 #> ASV388                                0                             0 #> ASV393                                0                             0 #> ASV399                                0                             0 #> ASV402                                0                             0 #> ASV404                                3                             8 #> ASV405                                0                             0 #> ASV41                                 0                             0 #> ASV419                                0                             0 #> ASV42                                 0                             0 #> ASV420                                0                             0 #> ASV422                                0                             0 #> ASV427                      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                            4                             0 #> ASV801                                0                             0 #> ASV81                                 0                             0 #> ASV816                                0                             1 #> ASV817                                0                             0 #> ASV82                                 0                             0 #> ASV823                                0                             0 #> ASV828                                0                             0 #> ASV829                                0                             0 #> ASV832                                0                             0 #> ASV834                                0                             0 #> ASV837                                0                             0 #> ASV839                                0                             0 #> ASV840                                0                       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                           0 #> ASV89                                 0                             0 #> ASV891                                0                             0 #> ASV892                                0                             0 #> ASV895                                0                             0 #> ASV898                                0                             0 #> ASV899                                0                             0 #> ASV903                                0                             0 #> ASV904                                0                             1 #> ASV906                                2                             4 #> ASV91                                 0                             0 #> ASV914                                0                             0 #> ASV917                                0                             0 #> ASV918                                0                             0 #> ASV92               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                           0                              0 #> ASV1653                              0                              0 #> ASV1658                              0                              0 #> ASV1662                              0                              0 #> ASV1667                              0                              0 #> ASV1674                              1                              0 #> ASV1681                              0                              0 #> ASV1683                              0                              0 #> ASV1684                              0                              0 #> ASV1690                              0                              0 #> ASV1697                              0                              0 #> ASV170                               0                              0 #> ASV1704                              0                              0 #> ASV171                               0                              0 #> ASV1712                              0                              0 #> ASV172                               0                              0 #> ASV1726                              0                              0 #> ASV175                               0                              0 #> ASV176                               0                              0 #> ASV178                               0                              0 #> ASV179                               0                              0 #> ASV18                                0                              0 #> ASV19                                0                              0 #> ASV192                               0                              0 #> ASV193                               0                              0 #> ASV194                               0                              0 #> ASV196                               0                              0 #> ASV198                               0   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      0 #> ASV756                               0                              0 #> ASV758                              10                              2 #> ASV760                               0                              0 #> ASV762                               0                              0 #> ASV765                               0                              0 #> ASV766                               0                              0 #> ASV767                               0                              0 #> ASV771                               2                              0 #> ASV772                               0                              0 #> ASV773                               0                              0 #> ASV78                                0                              0 #> ASV780                               0                              0 #> ASV784                               0                              0 #> ASV785                               0   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                        2 #> ASV602                               0                            0 #> ASV604                               0                            0 #> ASV605                               0                            0 #> ASV61                                0                            0 #> ASV614                               0                            0 #> ASV615                               0                            0 #> ASV616                               0                            0 #> ASV617                               0                            0 #> ASV618                               0                            0 #> ASV619                               0                            0 #> ASV626                               0                            0 #> ASV627                               0                            0 #> ASV631                               0                            0 #> ASV632                               0           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#> ASV743                               0                            0 #> ASV744                               0                            0 #> ASV746                               0                            0 #> ASV748                               0                            0 #> ASV749                               0                            0 #> ASV75                                0                            0 #> ASV752                               0                            0 #> ASV753                               0                            0 #> ASV756                               0                            9 #> ASV758                               3                            0 #> ASV760                               0                            0 #> ASV762                               0                            0 #> ASV765                               0                            0 #> ASV766                               0                            0 #> ASV767                               0                            0 #> ASV771                               0                            0 #> ASV772                               0                            0 #> ASV773                               8                            0 #> ASV78                                0                            0 #> ASV780                               0                            0 #> ASV784                               0                            0 #> ASV785                               0                            0 #> ASV787                               0                            0 #> ASV790                               0                            0 #> ASV792                               0                            0 #> ASV796                               0                            0 #> ASV797                               0                            0 #> ASV798                               0                            0 #> ASV8                                 0                            1 #> ASV801                               0                            0 #> ASV81                                0                            0 #> ASV816                               0                            1 #> ASV817                               0                            0 #> ASV82                                0                            0 #> ASV823                               0                            0 #> ASV828                               0                            0 #> ASV829                               0                            0 #> ASV832                               0                            0 #> ASV834                               0                            0 #> ASV837                               0                          242 #> ASV839                               0                            0 #> ASV840                               0                            0 #> ASV845                               0                            0 #> ASV847                               0                            0 #> ASV85                                0                            0 #> ASV854                               0                            0 #> ASV859                               9                            0 #> ASV860                               0                            0 #> ASV865                               0                            0 #> ASV87                                0                            0 #> ASV870                               0                            0 #> ASV874                               0                            0 #> ASV875                               0                            0 #> ASV880                               0                            0 #> ASV883                               0                            0 #> ASV884                               3                            0 #> ASV89                                0                            8 #> ASV891                               0                            0 #> ASV892                               0                            0 #> ASV895                               0                            0 #> ASV898                               0                            0 #> ASV899                               0                            0 #> ASV903                               0                            0 #> ASV904                               0                           10 #> ASV906                               0                            0 #> ASV91                                0                            0 #> ASV914                               0                            0 #> ASV917                               0                            0 #> ASV918                               0                            0 #> ASV92                                0                            0 #> ASV926                               0                            0 #> ASV927                               0                            1 #> ASV930                               0                            1 #> ASV932                               0                            0 #> ASV934                               0                            0 #> ASV94                                0                            0 #> ASV940                               0                            0 #> ASV942                               0                            0 #> ASV943                               0                            8 #> ASV945                               0                            0 #> ASV946                               0                            0 #> ASV950                               0                            0 #> ASV953                               0                            0 #> ASV961                               0                            0 #> ASV964                               0                            0 #> ASV966                               0                            0 #> ASV969                               0                            0 #> ASV973                               0                            0 #>         W9.025.M_S169_MERGED.fastq.gz X24.009.B_S170_MERGED.fastq.gz #> ASV1004                             1                              0 #> ASV1006                             0                              0 #> ASV1007                             0                              0 #> ASV101                              0                              0 #> ASV1011                             0                              0 #> ASV1014                             0                              0 #> ASV1015                             0                              0 #> ASV1017                             0                              0 #> ASV1020                             0                              0 #> ASV1022                         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                         0                              0 #> ASV1152                             0                              0 #> ASV1155                             0                              0 #> ASV116                              0                              0 #> ASV1164                             0                              0 #> ASV1166                             0                              0 #> ASV1167                             0                              0 #> ASV1173                             0                              0 #> ASV1176                             0                              0 #> ASV1179                             0                              0 #> ASV1181                             0                              0 #> ASV119                              0                              0 #> ASV1190                             0                              0 #> ASV1192                             0                              0 #> 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0                              0 #> ASV1405                             0                              0 #> ASV1409                             0                              0 #> ASV1410                             0                              0 #> ASV1419                             0                              0 #> ASV142                              0                              0 #> ASV1420                             0                              0 #> ASV1421                             0                              0 #> ASV1422                             0                              0 #> ASV1423                             0                              0 #> ASV1424                             0                              0 #> ASV1427                             0                              0 #> ASV1428                             0                              0 #> ASV143                              0                              0 #> ASV1434                      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  0 #> ASV1674                             0                              0 #> ASV1681                             0                              0 #> ASV1683                             0                              0 #> ASV1684                             0                              0 #> ASV1690                             0                              0 #> ASV1697                             0                              0 #> ASV170                              0                              0 #> ASV1704                             0                              0 #> ASV171                              0                              0 #> ASV1712                             0                              0 #> ASV172                              0                              0 #> ASV1726                             0                              0 #> ASV175                              0                              0 #> ASV176                              0                              0 #> ASV178                              0                              0 #> ASV179                              0                              0 #> ASV18                               0                              0 #> ASV19                               0                              0 #> ASV192                             88                              0 #> ASV193                              0                              0 #> ASV194                              0                              0 #> ASV196                              0                              0 #> ASV198                              0                              0 #> ASV199                              0                              0 #> ASV2                                0                             74 #> ASV201                              0                              0 #> ASV202                              0                              0 #> ASV203                              0              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                       0 #> ASV238                              0                              0 #> ASV24                               0                              0 #> ASV242                              0                              0 #> ASV244                              0                              0 #> ASV248                              0                              0 #> ASV249                              0                              0 #> ASV25                               0                              0 #> ASV251                              0                              0 #> ASV253                              0                              0 #> ASV254                              0                              0 #> ASV255                              0                              0 #> ASV26                               0                              0 #> ASV261                              0                              0 #> ASV264                              0                              0 #> ASV266                              0                              0 #> ASV27                               0                              0 #> ASV271                              0                              0 #> ASV272                              0                              0 #> ASV279                              0                              0 #> ASV28                            4776                            974 #> ASV280                              0                              0 #> ASV285                              0                              0 #> ASV286                              0                              0 #> ASV288                              0                              0 #> ASV29                               0                              0 #> ASV292                              0                              0 #> ASV297                              0                              0 #> ASV310                       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                            0                              0 #> ASV428                              0                              0 #> ASV43                               0                              0 #> ASV431                              0                              0 #> ASV440                              0                              0 #> ASV443                              0                              0 #> ASV444                              0                              0 #> ASV45                               0                              0 #> ASV454                              0                              0 #> ASV458                              0                              0 #> ASV459                              0                              0 #> ASV46                               0                              0 #> ASV461                              0                              0 #> ASV462                              0                              0 #> ASV464                              0                              0 #> ASV47                               0                              0 #> ASV475                              0                              0 #> ASV477                              0                              0 #> ASV48                               0                              0 #> ASV483                              0                              0 #> ASV488                              0                              0 #> ASV489                              0                              0 #> ASV49                               0                              0 #> ASV497                              0                              0 #> ASV50                               0                              0 #> ASV500                              0                              0 #> ASV504                              0                              0 #> ASV505                              0                              4 #> ASV507                              0                              0 #> ASV509                              0                              7 #> ASV515                              0                              0 #> ASV517                              0                              0 #> ASV52                               0                              0 #> ASV523                              0                              0 #> ASV524                              0                              0 #> ASV526                             12                              0 #> ASV53                               0                            147 #> ASV530                              0                              0 #> ASV533                              0                              0 #> ASV537                              0                              0 #> ASV542                              0                              0 #> ASV543                              0                     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                       0 #> ASV61                               0                              0 #> ASV614                              0                              0 #> ASV615                              0                              0 #> ASV616                              0                              0 #> ASV617                              0                              0 #> ASV618                              0                              0 #> ASV619                              0                              0 #> ASV626                              0                              0 #> ASV627                              0                              0 #> ASV631                              0                              0 #> ASV632                              0                              0 #> ASV633                              0                              0 #> ASV635                              0                              0 #> ASV637                              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ASV1667                              0                              0 #> ASV1674                              0                              0 #> ASV1681                              0                              0 #> ASV1683                              0                              0 #> ASV1684                              0                              0 #> ASV1690                              0                              0 #> ASV1697                              0                              0 #> ASV170                               6                              0 #> ASV1704                              0                              0 #> ASV171                               0                              0 #> ASV1712                              0                              0 #> ASV172                               0                              0 #> ASV1726                              0                              0 #> ASV175                               0              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      0 #> ASV261                               7                              0 #> ASV264                               0                              0 #> ASV266                               0                              0 #> ASV27                                0                              0 #> ASV271                               0                              0 #> ASV272                               0                              0 #> ASV279                               0                              0 #> ASV28                                0                              0 #> ASV280                               0                              0 #> ASV285                               0                              0 #> ASV286                               0                              0 #> ASV288                               0                              0 #> ASV29                                0                              0 #> ASV292                               0   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ASV739                               0                              0 #> ASV741                               0                              0 #> ASV743                               0                              0 #> ASV744                               0                              0 #> ASV746                               0                              0 #> ASV748                               0                              0 #> ASV749                               0                              0 #> ASV75                                0                              0 #> ASV752                               0                              0 #> ASV753                               0                              0 #> ASV756                               7                             10 #> ASV758                               0                              0 #> ASV760                               0                              0 #> ASV762                               0              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      0 #> ASV880                               0                              0 #> ASV883                               0                              0 #> ASV884                               0                              0 #> ASV89                                0                              0 #> ASV891                               0                              0 #> ASV892                               0                              0 #> ASV895                               0                              0 #> ASV898                               0                              0 #> ASV899                               0                              0 #> ASV903                               0                              0 #> ASV904                               0                             12 #> ASV906                              16                              0 #> ASV91                                0                              0 #> ASV914                               0   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                 0                              0 #> ASV950                              16                              0 #> ASV953                               0                              0 #> ASV961                               0                              1 #> ASV964                               0                              0 #> ASV966                               0                              0 #> ASV969                               0                              0 #> ASV973                               0                              0 #>         Y21.ABM484.H_S177_MERGED.fastq.gz Y28.002.B_S178_MERGED.fastq.gz #> ASV1004                                 0                              0 #> ASV1006                                 0                              0 #> ASV1007                                 3                              0 #> ASV101                                  0                              0 #> ASV1011                                 0                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                        0 #> ASV1611                              0                            0 #> ASV1615                              0                            0 #> ASV162                               0                            0 #> ASV1624                              0                            0 #> ASV1628                              0                            0 #> ASV1630                              0                            0 #> ASV1632                              0                            0 #> ASV1635                              0                            0 #> ASV1636                              0                            0 #> ASV1642                              0                            0 #> ASV1644                              0                            0 #> ASV1645                              0                            0 #> ASV1650                              0                            0 #> ASV1653                              0                            0 #> ASV1658                              0                            0 #> ASV1662                              0                            0 #> ASV1667                              0                            0 #> ASV1674                              0                            1 #> ASV1681                              0                            0 #> ASV1683                              0                            0 #> ASV1684                              0                            0 #> ASV1690                              0                            0 #> ASV1697                              0                            0 #> ASV170                               0                            0 #> ASV1704                              0                            0 #> ASV171                               0                            0 #> ASV1712                              0                            0 #> ASV172                               0                            0 #> ASV1726                              0                            0 #> ASV175                               0                            0 #> ASV176                               0                            0 #> ASV178                               0                            0 #> ASV179                               0                            0 #> ASV18                                0                            0 #> ASV19                                0                            0 #> ASV192                               0                            0 #> ASV193                              34                            0 #> ASV194                               0                            0 #> ASV196                               0                            0 #> ASV198                               0                            0 #> ASV199                               0                            0 #> ASV2                              3528                         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#> ASV23                                0                            0 #> ASV230                               0                            0 #> ASV235                               0                            0 #> ASV238                               0                            0 #> ASV24                                0                            0 #> ASV242                               0                            0 #> ASV244                               0                            0 #> ASV248                               0                            0 #> ASV249                               0                            0 #> ASV25                                0                            0 #> ASV251                               0                            0 #> ASV253                               0                            0 #> ASV254                               0                            0 #> ASV255                               0                            0 #> ASV26                                0                            0 #> ASV261                               0                            0 #> ASV264                               0                            0 #> ASV266                               0                            0 #> ASV27                                0                            0 #> ASV271                               0                            0 #> ASV272                               0                            0 #> ASV279                               0                            0 #> ASV28                                0                            3 #> ASV280                               0                            0 #> ASV285                               0                            0 #> ASV286                               0                            0 #> ASV288                               0                            0 #> ASV29                                1                            0 #> ASV292                               0                            0 #> ASV297                            1265                            0 #> ASV310                               0                            0 #> ASV311                               0                           16 #> ASV313                               0                            0 #> ASV314                               0                            0 #> ASV318                               0                            0 #> ASV32                                2                            0 #> ASV320                               0                            0 #> ASV322                               0                            0 #> ASV327                               0                            0 #> ASV329                             359                            0 #> ASV33                                0                            0 #> ASV334                               0                            0 #> ASV338        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          0 #> ASV2                                    6 #> ASV201                                  0 #> ASV202                                  0 #> ASV203                                  0 #> ASV205                                  0 #> ASV207                                  0 #> ASV208                                  0 #> ASV210                                  0 #> ASV215                                  0 #> ASV219                                  0 #> ASV221                                  0 #> ASV222                                  0 #> ASV223                                  0 #> ASV224                                  4 #> ASV227                                  0 #> ASV23                                   0 #> ASV230                                  0 #> ASV235                                  0 #> ASV238                                  0 #> ASV24                                   0 #> ASV242                                  0 #> ASV244                                 11 #> ASV248                                  0 #> ASV249                                  0 #> ASV25                                   0 #> ASV251                                  0 #> ASV253                                  0 #> ASV254                                  0 #> ASV255                                  0 #> ASV26                                   0 #> ASV261                                136 #> ASV264                                  0 #> ASV266                                  0 #> ASV27                                   0 #> ASV271                                  0 #> ASV272                                  0 #> ASV279                                  0 #> ASV28                                   0 #> ASV280                                  0 #> ASV285                                  0 #> ASV286                                  0 #> ASV288                                  0 #> ASV29                                   0 #> ASV292                                  0 #> ASV297                                  0 #> ASV310                                  0 #> ASV311                                  0 #> ASV313                                  0 #> ASV314                                  0 #> ASV318                                  0 #> ASV32                                   0 #> ASV320                                  0 #> ASV322                                  0 #> ASV327                                  0 #> ASV329                                  0 #> ASV33                                   1 #> ASV334                                  0 #> ASV338                                  0 #> ASV339                                  0 #> ASV341                                  0 #> ASV344                                  0 #> ASV346                                  0 #> ASV35                                   0 #> ASV355                                  0 #> ASV357                                  0 #> ASV358                                  0 #> ASV359     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                                0 #> ASV605                                  0 #> ASV61                                   0 #> ASV614                                  0 #> ASV615                                  0 #> ASV616                                  0 #> ASV617                                  0 #> ASV618                                  0 #> ASV619                                  0 #> ASV626                                  0 #> ASV627                                  0 #> ASV631                                  0 #> ASV632                                  0 #> ASV633                                  0 #> ASV635                                  0 #> ASV637                                  0 #> ASV64                                   0 #> ASV641                                  0 #> ASV643                                  0 #> ASV65                                   0 #> ASV650                                  0 #> ASV652                                  0 #> ASV653                                  0 #> ASV654                                  0 #> ASV662                                  0 #> ASV665                                  0 #> ASV667                                 13 #> ASV67                                   0 #> ASV672                                  0 #> ASV673                                  0 #> ASV685                                  0 #> ASV686                                  0 #> ASV687                                  0 #> ASV69                                   0 #> ASV692                                  0 #> ASV693                                  0 #> ASV694                                  0 #> ASV697                                  0 #> ASV699                                  0 #> ASV710                                  0 #> ASV711                                  0 #> ASV715                                  0 #> ASV717                                  0 #> ASV720                                  0 #> ASV722                                  0 #> ASV724                                  0 #> ASV726                                  0 #> ASV727                                  0 #> ASV729                                  0 #> ASV730                                  0 #> ASV731                                  0 #> ASV733                                  9 #> ASV737                                  0 #> ASV739                                  0 #> ASV741                                  0 #> ASV743                                  0 #> ASV744                                  0 #> ASV746                                  0 #> ASV748                                  0 #> ASV749                                  0 #> ASV75                                   0 #> ASV752                                  0 #> ASV753                                  0 #> ASV756                                  0 #> ASV758                                  0 #> ASV760                                  0 #> ASV762                                  0 #> ASV765                                  0 #> ASV766                                  0 #> ASV767                                  0 #> ASV771                                  0 #> ASV772                                  0 #> ASV773                                  0 #> ASV78                                   0 #> ASV780                                  0 #> ASV784                                 10 #> ASV785                                  0 #> ASV787                                  0 #> ASV790                                  0 #> ASV792                                  0 #> ASV796                                  0 #> ASV797                                  0 #> ASV798                                  0 #> ASV8                                 9691 #> ASV801                                  1 #> ASV81                                   0 #> ASV816                                  0 #> ASV817                                  0 #> ASV82                                   0 #> ASV823                                  0 #> ASV828                                  1 #> ASV829                                  0 #> ASV832                                  0 #> ASV834                                  0 #> ASV837                                  0 #> ASV839                                  0 #> ASV840                                  0 #> ASV845                                  0 #> ASV847                                  0 #> ASV85                                   0 #> ASV854                                  0 #> ASV859                                  0 #> ASV860                                  0 #> ASV865                                  0 #> ASV87                                   0 #> ASV870                                  0 #> ASV874                                  4 #> ASV875                                  0 #> ASV880                                  0 #> ASV883                                  0 #> ASV884                                  0 #> ASV89                                   0 #> ASV891                                  0 #> ASV892                                  0 #> ASV895                                  0 #> ASV898                                  0 #> ASV899                                  0 #> ASV903                                  0 #> ASV904                                  0 #> ASV906                                  0 #> ASV91                                   0 #> ASV914                                  0 #> ASV917                                  0 #> ASV918                                  0 #> ASV92                                  17 #> ASV926                                  0 #> ASV927                                  0 #> ASV930                                  0 #> ASV932                                  0 #> ASV934                                  0 #> ASV94                                 208 #> ASV940                                  0 #> ASV942                                  0 #> ASV943                                  0 #> ASV945                                  0 #> ASV946                                  0 #> ASV950                                  0 #> ASV953                                  0 #> ASV961                                  0 #> ASV964                                  0 #> ASV966                                  0 #> ASV969                                  0 #> ASV973                                  0 #>  [ reached 'max' / getOption(\"max.print\") -- omitted 9 rows ] #>  #> $res_lulu$curated_count #> [1] 549 #>  #> $res_lulu$curated_otus #>   [1] \"ASV1004\" \"ASV1006\" \"ASV1007\" \"ASV101\"  \"ASV1011\" \"ASV1014\" \"ASV1015\" #>   [8] \"ASV1017\" \"ASV1020\" \"ASV1022\" \"ASV1023\" \"ASV1030\" \"ASV1031\" \"ASV1035\" #>  [15] \"ASV1036\" \"ASV1037\" \"ASV104\"  \"ASV1045\" \"ASV105\"  \"ASV1052\" \"ASV1053\" #>  [22] \"ASV1058\" \"ASV1059\" \"ASV1063\" \"ASV1067\" \"ASV1068\" \"ASV1069\" \"ASV107\"  #>  [29] \"ASV1070\" \"ASV1074\" \"ASV1079\" \"ASV1085\" \"ASV1093\" \"ASV1097\" \"ASV1102\" #>  [36] \"ASV1107\" \"ASV1108\" \"ASV1109\" \"ASV111\"  \"ASV1111\" \"ASV1118\" \"ASV1125\" #>  [43] \"ASV1128\" \"ASV1129\" \"ASV113\"  \"ASV1132\" \"ASV1133\" \"ASV1134\" \"ASV1141\" #>  [50] \"ASV1143\" \"ASV1144\" \"ASV1146\" \"ASV1152\" \"ASV1155\" \"ASV116\"  \"ASV1164\" #>  [57] \"ASV1166\" \"ASV1167\" \"ASV1173\" \"ASV1176\" \"ASV1179\" \"ASV1181\" \"ASV119\"  #>  [64] \"ASV1190\" \"ASV1192\" \"ASV1198\" \"ASV12\"   \"ASV1200\" \"ASV1205\" \"ASV1212\" #>  [71] \"ASV1213\" \"ASV1215\" \"ASV1218\" \"ASV122\"  \"ASV1223\" \"ASV1224\" \"ASV1225\" #>  [78] \"ASV1229\" \"ASV1230\" \"ASV1233\" \"ASV1234\" \"ASV1236\" \"ASV1239\" \"ASV124\"  #>  [85] \"ASV1242\" \"ASV1253\" \"ASV1259\" \"ASV1263\" \"ASV1265\" \"ASV127\"  \"ASV1270\" #>  [92] \"ASV1272\" \"ASV1278\" \"ASV1279\" \"ASV1280\" \"ASV1281\" \"ASV1289\" \"ASV129\"  #>  [99] \"ASV1290\" \"ASV1294\" \"ASV1295\" \"ASV1297\" \"ASV1300\" \"ASV1302\" \"ASV1303\" #> [106] \"ASV1304\" \"ASV131\"  \"ASV1311\" \"ASV1313\" \"ASV1314\" \"ASV1315\" \"ASV1319\" #> [113] \"ASV1320\" \"ASV1321\" \"ASV133\"  \"ASV1332\" \"ASV1338\" \"ASV1340\" \"ASV1341\" #> [120] \"ASV1356\" \"ASV1359\" \"ASV1365\" \"ASV1369\" \"ASV137\"  \"ASV1370\" \"ASV1377\" #> [127] \"ASV1379\" \"ASV1380\" \"ASV1386\" \"ASV1388\" \"ASV139\"  \"ASV1390\" \"ASV1396\" #> [134] \"ASV1403\" \"ASV1404\" \"ASV1405\" \"ASV1409\" \"ASV1410\" \"ASV1419\" \"ASV142\"  #> [141] \"ASV1420\" \"ASV1421\" \"ASV1422\" \"ASV1423\" \"ASV1424\" \"ASV1427\" \"ASV1428\" #> [148] \"ASV143\"  \"ASV1434\" \"ASV1437\" \"ASV1438\" \"ASV144\"  \"ASV145\"  \"ASV1454\" #> [155] \"ASV1455\" \"ASV1458\" \"ASV1459\" \"ASV1460\" \"ASV1461\" \"ASV1462\" \"ASV1468\" #> [162] \"ASV1469\" \"ASV147\"  \"ASV148\"  \"ASV1483\" \"ASV1484\" \"ASV1485\" \"ASV1493\" #> [169] \"ASV1495\" \"ASV1507\" \"ASV151\"  \"ASV1510\" \"ASV1518\" \"ASV152\"  \"ASV1523\" #> [176] \"ASV1526\" \"ASV1532\" \"ASV1537\" \"ASV1543\" \"ASV1545\" \"ASV1548\" \"ASV1550\" #> [183] \"ASV1552\" \"ASV1553\" \"ASV1557\" \"ASV1558\" \"ASV1561\" \"ASV1562\" \"ASV1564\" #> [190] \"ASV1565\" \"ASV1574\" \"ASV1576\" \"ASV1577\" \"ASV1583\" \"ASV1584\" \"ASV1586\" #> [197] \"ASV1588\" \"ASV159\"  \"ASV1591\" \"ASV1603\" \"ASV1609\" \"ASV1611\" \"ASV1615\" #> [204] \"ASV162\"  \"ASV1624\" \"ASV1628\" \"ASV1630\" \"ASV1632\" \"ASV1635\" \"ASV1636\" #> [211] \"ASV1642\" \"ASV1644\" \"ASV1645\" \"ASV1650\" \"ASV1653\" \"ASV1658\" \"ASV1662\" #> [218] \"ASV1667\" \"ASV1674\" \"ASV1681\" \"ASV1683\" \"ASV1684\" \"ASV1690\" \"ASV1697\" #> [225] \"ASV170\"  \"ASV1704\" \"ASV171\"  \"ASV1712\" \"ASV172\"  \"ASV1726\" \"ASV175\"  #> [232] \"ASV176\"  \"ASV178\"  \"ASV179\"  \"ASV18\"   \"ASV19\"   \"ASV192\"  \"ASV193\"  #> [239] \"ASV194\"  \"ASV196\"  \"ASV198\"  \"ASV199\"  \"ASV2\"    \"ASV201\"  \"ASV202\"  #> [246] \"ASV203\"  \"ASV205\"  \"ASV207\"  \"ASV208\"  \"ASV210\"  \"ASV215\"  \"ASV219\"  #> [253] \"ASV221\"  \"ASV222\"  \"ASV223\"  \"ASV224\"  \"ASV227\"  \"ASV23\"   \"ASV230\"  #> [260] \"ASV235\"  \"ASV238\"  \"ASV24\"   \"ASV242\"  \"ASV244\"  \"ASV248\"  \"ASV249\"  #> [267] \"ASV25\"   \"ASV251\"  \"ASV253\"  \"ASV254\"  \"ASV255\"  \"ASV26\"   \"ASV261\"  #> [274] \"ASV264\"  \"ASV266\"  \"ASV27\"   \"ASV271\"  \"ASV272\"  \"ASV279\"  \"ASV28\"   #> [281] \"ASV280\"  \"ASV285\"  \"ASV286\"  \"ASV288\"  \"ASV29\"   \"ASV292\"  \"ASV297\"  #> [288] \"ASV310\"  \"ASV311\"  \"ASV313\"  \"ASV314\"  \"ASV318\"  \"ASV32\"   \"ASV320\"  #> [295] \"ASV322\"  \"ASV327\"  \"ASV329\"  \"ASV33\"   \"ASV334\"  \"ASV338\"  \"ASV339\"  #> [302] \"ASV341\"  \"ASV344\"  \"ASV346\"  \"ASV35\"   \"ASV355\"  \"ASV357\"  \"ASV358\"  #> [309] \"ASV359\"  \"ASV360\"  \"ASV365\"  \"ASV367\"  \"ASV368\"  \"ASV377\"  \"ASV378\"  #> [316] \"ASV38\"   \"ASV383\"  \"ASV384\"  \"ASV388\"  \"ASV393\"  \"ASV399\"  \"ASV402\"  #> [323] \"ASV404\"  \"ASV405\"  \"ASV41\"   \"ASV419\"  \"ASV42\"   \"ASV420\"  \"ASV422\"  #> [330] \"ASV427\"  \"ASV428\"  \"ASV43\"   \"ASV431\"  \"ASV440\"  \"ASV443\"  \"ASV444\"  #> [337] \"ASV45\"   \"ASV454\"  \"ASV458\"  \"ASV459\"  \"ASV46\"   \"ASV461\"  \"ASV462\"  #> [344] \"ASV464\"  \"ASV47\"   \"ASV475\"  \"ASV477\"  \"ASV48\"   \"ASV483\"  \"ASV488\"  #> [351] \"ASV489\"  \"ASV49\"   \"ASV497\"  \"ASV50\"   \"ASV500\"  \"ASV504\"  \"ASV505\"  #> [358] \"ASV507\"  \"ASV509\"  \"ASV515\"  \"ASV517\"  \"ASV52\"   \"ASV523\"  \"ASV524\"  #> [365] \"ASV526\"  \"ASV53\"   \"ASV530\"  \"ASV533\"  \"ASV537\"  \"ASV542\"  \"ASV543\"  #> [372] \"ASV545\"  \"ASV546\"  \"ASV549\"  \"ASV55\"   \"ASV552\"  \"ASV556\"  \"ASV559\"  #> [379] \"ASV563\"  \"ASV564\"  \"ASV566\"  \"ASV567\"  \"ASV569\"  \"ASV570\"  \"ASV577\"  #> [386] \"ASV578\"  \"ASV579\"  \"ASV58\"   \"ASV586\"  \"ASV588\"  \"ASV59\"   \"ASV591\"  #> [393] \"ASV592\"  \"ASV596\"  \"ASV598\"  \"ASV60\"   \"ASV602\"  \"ASV604\"  \"ASV605\"  #> [400] \"ASV61\"   \"ASV614\"  \"ASV615\"  \"ASV616\"  \"ASV617\"  \"ASV618\"  \"ASV619\"  #> [407] \"ASV626\"  \"ASV627\"  \"ASV631\"  \"ASV632\"  \"ASV633\"  \"ASV635\"  \"ASV637\"  #> [414] \"ASV64\"   \"ASV641\"  \"ASV643\"  \"ASV65\"   \"ASV650\"  \"ASV652\"  \"ASV653\"  #> [421] \"ASV654\"  \"ASV662\"  \"ASV665\"  \"ASV667\"  \"ASV67\"   \"ASV672\"  \"ASV673\"  #> [428] \"ASV685\"  \"ASV686\"  \"ASV687\"  \"ASV69\"   \"ASV692\"  \"ASV693\"  \"ASV694\"  #> [435] \"ASV697\"  \"ASV699\"  \"ASV710\"  \"ASV711\"  \"ASV715\"  \"ASV717\"  \"ASV720\"  #> [442] \"ASV722\"  \"ASV724\"  \"ASV726\"  \"ASV727\"  \"ASV729\"  \"ASV730\"  \"ASV731\"  #> [449] \"ASV733\"  \"ASV737\"  \"ASV739\"  \"ASV741\"  \"ASV743\"  \"ASV744\"  \"ASV746\"  #> [456] \"ASV748\"  \"ASV749\"  \"ASV75\"   \"ASV752\"  \"ASV753\"  \"ASV756\"  \"ASV758\"  #> [463] \"ASV760\"  \"ASV762\"  \"ASV765\"  \"ASV766\"  \"ASV767\"  \"ASV771\"  \"ASV772\"  #> [470] \"ASV773\"  \"ASV78\"   \"ASV780\"  \"ASV784\"  \"ASV785\"  \"ASV787\"  \"ASV790\"  #> [477] \"ASV792\"  \"ASV796\"  \"ASV797\"  \"ASV798\"  \"ASV8\"    \"ASV801\"  \"ASV81\"   #> [484] \"ASV816\"  \"ASV817\"  \"ASV82\"   \"ASV823\"  \"ASV828\"  \"ASV829\"  \"ASV832\"  #> [491] \"ASV834\"  \"ASV837\"  \"ASV839\"  \"ASV840\"  \"ASV845\"  \"ASV847\"  \"ASV85\"   #> [498] \"ASV854\"  \"ASV859\"  \"ASV860\"  \"ASV865\"  \"ASV87\"   \"ASV870\"  \"ASV874\"  #> [505] \"ASV875\"  \"ASV880\"  \"ASV883\"  \"ASV884\"  \"ASV89\"   \"ASV891\"  \"ASV892\"  #> [512] \"ASV895\"  \"ASV898\"  \"ASV899\"  \"ASV903\"  \"ASV904\"  \"ASV906\"  \"ASV91\"   #> [519] \"ASV914\"  \"ASV917\"  \"ASV918\"  \"ASV92\"   \"ASV926\"  \"ASV927\"  \"ASV930\"  #> [526] \"ASV932\"  \"ASV934\"  \"ASV94\"   \"ASV940\"  \"ASV942\"  \"ASV943\"  \"ASV945\"  #> [533] \"ASV946\"  \"ASV950\"  \"ASV953\"  \"ASV961\"  \"ASV964\"  \"ASV966\"  \"ASV969\"  #> [540] \"ASV973\"  \"ASV976\"  \"ASV98\"   \"ASV984\"  \"ASV987\"  \"ASV988\"  \"ASV994\"  #> [547] \"ASV995\"  \"ASV996\"  \"ASV999\"  #>  #> $res_lulu$discarded_count #> [1] 102 #>  #> $res_lulu$discarded_otus #>   [1] \"ASV666\"  \"ASV989\"  \"ASV209\"  \"ASV474\"  \"ASV348\"  \"ASV831\"  \"ASV493\"  #>   [8] \"ASV853\"  \"ASV466\"  \"ASV576\"  \"ASV963\"  \"ASV1082\" \"ASV1337\" \"ASV541\"  #>  [15] \"ASV962\"  \"ASV1027\" \"ASV1078\" \"ASV1268\" \"ASV333\"  \"ASV981\"  \"ASV1247\" #>  [22] \"ASV1261\" \"ASV534\"  \"ASV975\"  \"ASV1276\" \"ASV776\"  \"ASV814\"  \"ASV1467\" #>  [29] \"ASV594\"  \"ASV624\"  \"ASV858\"  \"ASV986\"  \"ASV1066\" \"ASV1101\" \"ASV415\"  #>  [36] \"ASV736\"  \"ASV764\"  \"ASV941\"  \"ASV1010\" \"ASV1131\" \"ASV1376\" \"ASV1381\" #>  [43] \"ASV1625\" \"ASV294\"  \"ASV364\"  \"ASV476\"  \"ASV660\"  \"ASV979\"  \"ASV1182\" #>  [50] \"ASV1228\" \"ASV1271\" \"ASV1375\" \"ASV1657\" \"ASV99\"   \"ASV375\"  \"ASV671\"  #>  [57] \"ASV836\"  \"ASV915\"  \"ASV959\"  \"ASV1262\" \"ASV1387\" \"ASV1542\" \"ASV1663\" #>  [64] \"ASV68\"   \"ASV77\"   \"ASV491\"  \"ASV580\"  \"ASV700\"  \"ASV795\"  \"ASV998\"  #>  [71] \"ASV1024\" \"ASV1169\" \"ASV1305\" \"ASV1401\" \"ASV108\"  \"ASV168\"  \"ASV284\"  #>  [78] \"ASV298\"  \"ASV305\"  \"ASV379\"  \"ASV557\"  \"ASV636\"  \"ASV651\"  \"ASV689\"  #>  [85] \"ASV833\"  \"ASV835\"  \"ASV851\"  \"ASV856\"  \"ASV868\"  \"ASV1055\" \"ASV1092\" #>  [92] \"ASV1117\" \"ASV1178\" \"ASV1291\" \"ASV1448\" \"ASV1451\" \"ASV1453\" \"ASV1470\" #>  [99] \"ASV1471\" \"ASV1563\" \"ASV1627\" \"ASV1665\" #>  #> $res_lulu$runtime #> Time difference of 9.920773 secs #>  #> $res_lulu$minimum_match #> [1] 84 #>  #> $res_lulu$minimum_relative_cooccurence #> [1] 0.95 #>  #> $res_lulu$otu_map #>         total spread parent_id curated rank #> ASV2    92884    137      ASV2  parent    1 #> ASV8    46857     92      ASV8  parent    2 #> ASV509    550     54    ASV509  parent  202 #> ASV662    370     54    ASV662  parent  269 #> ASV38   13829     49     ASV38  parent   16 #> ASV749    301     47    ASV749  parent  302 #> ASV60    8097     42     ASV60  parent   37 #> ASV505    511     42    ASV505  parent  211 #> ASV28   20027     41     ASV28  parent   11 #> ASV724    317     40    ASV724  parent  290 #> ASV758    296     38    ASV758  parent  306 #> ASV1198   121     38   ASV1198  parent  474 #> ASV420    753     37    ASV420  parent  174 #> ASV1128   138     36   ASV1128  parent  451 #> ASV641    399     35    ASV641  parent  257 #> ASV859    233     35    ASV859  parent  352 #> ASV12   38237     34     ASV12  parent    3 #> ASV378    851     34    ASV378  parent  162 #> ASV18   27368     33     ASV18  parent    4 #> ASV172   2830     33    ASV172  parent   81 #> ASV139   3873     32    ASV139  parent   67 #> ASV329    973     32    ASV329  parent  151 #> ASV244   1673     31    ASV244  parent  110 #> ASV756    297     31    ASV756  parent  305 #> ASV884    223     30    ASV884  parent  359 #> ASV43   12132     29     ASV43  parent   19 #> ASV52   10099     29     ASV52  parent   26 #> ASV94    5842     29     ASV94  parent   48 #> ASV546    453     29    ASV546  parent  233 #> ASV790    271     29    ASV790  parent  321 #> ASV1052   159     29   ASV1052  parent  425 #> ASV666    371     28      ASV8  merged  267 #> ASV727    271     28    ASV727  parent  322 #> ASV1427    80     28   ASV1427  parent  557 #> ASV113   4822     27    ASV113  parent   57 #> ASV170   2860     27    ASV170  parent   79 #> ASV261   1505     27    ASV261  parent  118 #> ASV772    283     27    ASV772  parent  313 #> ASV845    240     27    ASV845  parent  344 #> ASV159   3164     26    ASV159  parent   76 #> ASV559    480     26    ASV559  parent  221 #> ASV586    451     26    ASV586  parent  235 #> ASV1192   122     26   ASV1192  parent  473 #> ASV19   27103     25     ASV19  parent    5 #> ASV69    8205     25     ASV69  parent   36 #> ASV89    6481     25     ASV89  parent   45 #> ASV784    276     25    ASV784  parent  317 #> ASV989    177     25     ASV38  merged  398 #> ASV209   2150     24      ASV8  merged   97 #> ASV428    734     24    ASV428  parent  177 #> ASV904    214     23    ASV904  parent  366 #> ASV906    213     22    ASV906  parent  367 #> ASV65    8834     21     ASV65  parent   33 #> ASV255   1561     21    ASV255  parent  117 #> ASV693    345     21    ASV693  parent  278 #> ASV816    256     21    ASV816  parent  329 #> ASV1074   153     21   ASV1074  parent  436 #> ASV24   22387     20     ASV24  parent    7 #> ASV474    612     20     ASV94  merged  189 #> ASV178   2743     19    ASV178  parent   84 #> ASV266   1471     19    ASV266  parent  120 #> ASV348   1005     19      ASV8  merged  149 #> ASV461    652     19    ASV461  parent  185 #> ASV631    265     19    ASV631  parent  327 #> ASV828    250     19    ASV828  parent  333 #> ASV248   1648     18    ASV248  parent  111 #> ASV310   1180     18    ASV310  parent  134 #> ASV357    968     18    ASV357  parent  152 #> ASV831    248     18     ASV18  merged  335 #> ASV1315   100     18   ASV1315  parent  518 #> ASV1409    83     18   ASV1409  parent  550 #> ASV1428    80     18   ASV1428  parent  558 #> ASV81    7504     17     ASV81  parent   41 #> ASV151   3378     17    ASV151  parent   74 #> ASV358    959     17    ASV358  parent  153 #> ASV368    892     17    ASV368  parent  158 #> ASV443    694     17    ASV443  parent  180 #> ASV493    581     17      ASV8  merged  197 #> ASV771    285     17    ASV771  parent  312 #> ASV880    226     17    ASV880  parent  357 #> ASV1004   171     17   ASV1004  parent  404 #> ASV1007   170     17   ASV1007  parent  406 #> ASV1063   157     17   ASV1063  parent  430 #> ASV1108   141     17   ASV1108  parent  446 #> ASV1421    81     17   ASV1421  parent  551 #> ASV1674    23     17   ASV1674  parent  638 #> ASV25   21522     16     ASV25  parent    8 #> ASV853    236     16     ASV38  merged  346 #> ASV1022   167     16   ASV1022  parent  412 #> ASV1036   162     16   ASV1036  parent  423 #> ASV1278   104     16   ASV1278  parent  504 #> ASV1483    73     16   ASV1483  parent  578 #> ASV313   1171     15    ASV313  parent  136 #> ASV542    489     15    ASV542  parent  217 #> ASV556    484     15    ASV556  parent  219 #> ASV927    207     15    ASV927  parent  372 #> ASV930    204     15    ASV930  parent  374 #> ASV1020   167     15   ASV1020  parent  413 #> ASV87    6921     14     ASV87  parent   44 #> ASV171   2836     14    ASV171  parent   80 #> ASV175   2779     14    ASV175  parent   82 #> ASV404    785     14    ASV404  parent  170 #> ASV504    565     14    ASV504  parent  200 #> ASV507    558     14    ASV507  parent  201 #> ASV618    421     14    ASV618  parent  248 #> ASV626    410     14    ASV626  parent  251 #> ASV1230   114     14   ASV1230  parent  486 #> ASV1332    97     14   ASV1332  parent  526 #> ASV1365    90     14   ASV1365  parent  533 #> ASV26   20660     13     ASV26  parent    9 #> ASV55    9432     13     ASV55  parent   28 #> ASV98    5716     13     ASV98  parent   49 #> ASV107   5158     13    ASV107  parent   54 #> ASV137   3924     13    ASV137  parent   66 #> ASV286   1347     13    ASV286  parent  127 #> ASV339   1034     13    ASV339  parent  145 #> ASV355    975     13    ASV355  parent  150 #> ASV563    476     13    ASV563  parent  222 #> ASV746    302     13    ASV746  parent  300 #> ASV766    289     13    ASV766  parent  310 #> ASV832    248     13    ASV832  parent  336 #> ASV926    207     13    ASV926  parent  373 #> ASV994    176     13    ASV994  parent  400 #> ASV999    165     13    ASV999  parent  416 #> ASV1224   116     13   ASV1224  parent  481 #> ASV1359    91     13   ASV1359  parent  532 #> ASV1462    76     13   ASV1462  parent  569 #> ASV29   19661     12     ASV29  parent   12 #> ASV292   1308     12    ASV292  parent  129 #> ASV346   1014     12    ASV346  parent  148 #> ASV367    878     12    ASV367  parent  159 #> ASV377    854     12    ASV377  parent  161 #> ASV440    704     12    ASV440  parent  179 #> ASV466    642     12     ASV38  merged  188 #> ASV477    606     12    ASV477  parent  191 #> ASV488    587     12    ASV488  parent  194 #> ASV517    545     12    ASV517  parent  204 #> ASV543    499     12    ASV543  parent  214 #> ASV576    467     12      ASV2  merged  228 #> ASV592    444     12    ASV592  parent  237 #> ASV694    345     12    ASV694  parent  279 #> ASV717    327     12    ASV717  parent  286 #> ASV787    275     12    ASV787  parent  319 #> ASV797    269     12    ASV797  parent  324 #> ASV1030   164     12   ASV1030  parent  418 #> ASV1031   164     12   ASV1031  parent  419 #> ASV1058   158     12   ASV1058  parent  428 #> ASV1059   158     12   ASV1059  parent  429 #> ASV1321    99     12   ASV1321  parent  522 #> ASV42   12270     11     ASV42  parent   18 #> ASV78    7725     11     ASV78  parent   40 #> ASV129   4239     11    ASV129  parent   63 #> ASV272   1431     11    ASV272  parent  122 #> ASV334   1058     11    ASV334  parent  142 #> ASV365    905     11    ASV365  parent  157 #> ASV462    650     11    ASV462  parent  186 #> ASV673    361     11    ASV673  parent  272 #> ASV715    330     11    ASV715  parent  285 #> ASV729    316     11    ASV729  parent  291 #> ASV860    234     11    ASV860  parent  349 #> ASV963    191     11    ASV172  merged  386 #> ASV966    186     11    ASV966  parent  389 #> ASV1011   169     11   ASV1011  parent  407 #> ASV1035   163     11   ASV1035  parent  420 #> ASV1082   150     11      ASV2  merged  438 #> ASV1253   109     11   ASV1253  parent  493 #> ASV1270   106     11   ASV1270  parent  498 #> ASV1337    96     11     ASV38  merged  527 #> ASV1410    79     11   ASV1410  parent  559 #> ASV33   16058     10     ASV33  parent   14 #> ASV41   12922     10     ASV41  parent   17 #> ASV45   11699     10     ASV45  parent   20 #> ASV145   3614     10    ASV145  parent   71 #> ASV192   2467     10    ASV192  parent   86 #> ASV194   2433     10    ASV194  parent   87 #> ASV199   2368     10    ASV199  parent   90 #> ASV223   1872     10    ASV223  parent  103 #> ASV193   1602     10    ASV193  parent  114 #> ASV405    784     10    ASV405  parent  171 #> ASV523    531     10    ASV523  parent  205 #> ASV541    501     10      ASV2  merged  213 #> ASV566    473     10    ASV566  parent  224 #> ASV615    426     10    ASV615  parent  245 #> ASV932    204     10    ASV932  parent  375 #> ASV962    191     10      ASV2  merged  387 #> ASV1027   165     10      ASV2  merged  417 #> ASV984    163     10    ASV984  parent  421 #> ASV1078   152     10     ASV19  merged  437 #> ASV1085   149     10   ASV1085  parent  439 #> ASV1268   106     10    ASV139  merged  499 #> ASV1300   101     10   ASV1300  parent  514 #> ASV1302   101     10   ASV1302  parent  515 #> ASV1304    99     10   ASV1304  parent  523 #> ASV1340    95     10   ASV1340  parent  529 #> ASV1380    89     10   ASV1380  parent  539 #> ASV116   4726      9    ASV116  parent   58 #> ASV235   1766      9    ASV235  parent  107 #> ASV333   1058      9     ASV19  merged  143 #> ASV344   1022      9    ASV344  parent  147 #> ASV464    644      9    ASV464  parent  187 #> ASV598    439      9    ASV598  parent  240 #> ASV654    389      9    ASV654  parent  262 #> ASV697    343      9    ASV697  parent  280 #> ASV737    305      9    ASV737  parent  296 #> ASV741    303      9    ASV741  parent  297 #> ASV773    282      9    ASV773  parent  314 #> ASV801    266      9    ASV801  parent  326 #> ASV953    195      9    ASV953  parent  383 #> ASV981    180      9    ASV172  merged  394 #> ASV1097   145      9   ASV1097  parent  442 #> ASV1236   113      9   ASV1236  parent  489 #> ASV1247   110      9      ASV2  merged  492 #> ASV1261   107      9    ASV346  merged  495 #> ASV1311   100      9   ASV1311  parent  519 #> ASV1434    79      9   ASV1434  parent  560 #> ASV1518    68      9   ASV1518  parent  584 #> ASV1557    59      9   ASV1557  parent  597 #> ASV1558    59      9   ASV1558  parent  598 #> ASV1603    51      9   ASV1603  parent  613 #> ASV1690    18      9   ASV1690  parent  642 #> ASV35   15298      8     ASV35  parent   15 #> ASV46   11053      8     ASV46  parent   21 #> ASV58    9172      8     ASV58  parent   29 #> ASV119   4575      8    ASV119  parent   59 #> ASV124   4490      8    ASV124  parent   60 #> ASV201   2294      8    ASV201  parent   91 #> ASV227   1859      8    ASV227  parent  105 #> ASV444    685      8    ASV444  parent  181 #> ASV475    588      8    ASV475  parent  193 #> ASV533    514      8    ASV533  parent  209 #> ASV534    512      8     ASV89  merged  210 #> ASV569    470      8    ASV569  parent  227 #> ASV602    436      8    ASV602  parent  241 #> ASV635    404      8    ASV635  parent  254 #> ASV730    315      8    ASV730  parent  292 #> ASV731    312      8    ASV731  parent  293 #> ASV748    302      8    ASV748  parent  301 #> ASV875    229      8    ASV875  parent  356 #> ASV975    181      8     ASV38  merged  392 #> ASV988    177      8    ASV988  parent  399 #> ASV1176   127      8   ASV1176  parent  467 #> ASV1276   105      8     ASV52  merged  503 #> ASV1290   102      8   ASV1290  parent  510 #> ASV1396    77      8   ASV1396  parent  564 #> ASV1109    28      8   ASV1109  parent  636 #> ASV32   16933      7     ASV32  parent   13 #> ASV85    7145      7     ASV85  parent   43 #> ASV91    6319      7     ASV91  parent   46 #> ASV144   3676      7    ASV144  parent   70 #> ASV176   2761      7    ASV176  parent   83 #> ASV264   1480      7    ASV264  parent  119 #> ASV279   1407      7    ASV279  parent  123 #> ASV314   1164      7    ASV314  parent  137 #> ASV359    940      7    ASV359  parent  154 #> ASV483    597      7    ASV483  parent  192 #> ASV530    520      7    ASV530  parent  208 #> ASV545    498      7    ASV545  parent  215 #> ASV564    475      7    ASV564  parent  223 #> ASV577    466      7    ASV577  parent  229 #> ASV637    403      7    ASV637  parent  256 #> ASV650    392      7    ASV650  parent  259 #> ASV667    371      7    ASV667  parent  268 #> ASV685    354      7    ASV685  parent  273 #> ASV726    319      7    ASV726  parent  289 #> ASV760    295      7    ASV760  parent  307 #> ASV776    280      7     ASV69  merged  315 #> ASV785    276      7    ASV785  parent  318 #> ASV814    254      7    ASV145  merged  331 #> ASV834    248      7    ASV834  parent  337 #> ASV892    219      7    ASV892  parent  361 #> ASV895    218      7    ASV895  parent  362 #> ASV914    211      7    ASV914  parent  368 #> ASV950    196      7    ASV950  parent  382 #> ASV996    175      7    ASV996  parent  402 #> ASV1129   138      7   ASV1129  parent  452 #> ASV1167   129      7   ASV1167  parent  464 #> ASV1212   118      7   ASV1212  parent  477 #> ASV1218   117      7   ASV1218  parent  480 #> ASV1279   104      7   ASV1279  parent  505 #> ASV1297   102      7   ASV1297  parent  511 #> ASV1303   101      7   ASV1303  parent  516 #> ASV1370    90      7   ASV1370  parent  534 #> ASV1419    81      7   ASV1419  parent  552 #> ASV1438    79      7   ASV1438  parent  561 #> ASV1459    76      7   ASV1459  parent  570 #> ASV1467    75      7     ASV19  merged  574 #> ASV1495    72      7   ASV1495  parent  581 #> ASV1532    63      7   ASV1532  parent  588 #> ASV1562    58      7   ASV1562  parent  599 #> ASV1233    51      7   ASV1233  parent  614 #> ASV1635    39      7   ASV1635  parent  624 #> ASV67    8521      6     ASV67  parent   34 #> ASV104   5566      6    ASV104  parent   52 #> ASV142   3713      6    ASV142  parent   68 #> ASV205   2225      6    ASV205  parent   94 #> ASV210   2127      6    ASV210  parent   98 #> ASV238   1738      6    ASV238  parent  108 #> ASV271   1439      6    ASV271  parent  121 #> ASV322   1114      6    ASV322  parent  140 #> ASV594    442      6     ASV19  merged  238 #> ASV605    433      6    ASV605  parent  242 #> ASV616    423      6    ASV616  parent  246 #> ASV624    411      6     ASV12  merged  250 #> ASV632    406      6    ASV632  parent  253 #> ASV633    386      6    ASV633  parent  264 #> ASV665    373      6    ASV665  parent  266 #> ASV711    332      6    ASV711  parent  284 #> ASV722    321      6    ASV722  parent  288 #> ASV743    303      6    ASV743  parent  298 #> ASV796    259      6    ASV796  parent  328 #> ASV823    253      6    ASV823  parent  332 #> ASV839    244      6    ASV839  parent  342 #> ASV858    234      6     ASV19  merged  350 #> ASV891    220      6    ASV891  parent  360 #> ASV917    211      6    ASV917  parent  369 #> ASV943    198      6    ASV943  parent  379 #> ASV969    185      6    ASV969  parent  390 #> ASV986    178      6     ASV19  merged  396 #> ASV1066   156      6    ASV113  merged  431 #> ASV1101   144      6     ASV89  merged  443 #> ASV1111   141      6   ASV1111  parent  447 #> ASV1152   133      6   ASV1152  parent  461 #> ASV1179   126      6   ASV1179  parent  469 #> ASV1213   118      6   ASV1213  parent  478 #> ASV1259   108      6   ASV1259  parent  494 #> ASV1320    99      6   ASV1320  parent  524 #> ASV1356    92      6   ASV1356  parent  531 #> ASV1369    90      6   ASV1369  parent  535 #> ASV1386    87      6   ASV1386  parent  542 #> ASV1484    73      6   ASV1484  parent  579 #> ASV1493    72      6   ASV1493  parent  582 #> ASV1510    70      6   ASV1510  parent  583 #> ASV1588    53      6   ASV1588  parent  612 #> ASV1684    20      6   ASV1684  parent  640 #> ASV47   10878      5     ASV47  parent   22 #> ASV53   10038      5     ASV53  parent   27 #> ASV59    9045      5     ASV59  parent   30 #> ASV133   4051      5    ASV133  parent   65 #> ASV143   3682      5    ASV143  parent   69 #> ASV251   1613      5    ASV251  parent  113 #> ASV320   1137      5    ASV320  parent  139 #> ASV338   1036      5    ASV338  parent  144 #> ASV341   1029      5    ASV341  parent  146 #> ASV383    832      5    ASV383  parent  164 #> ASV415    759      5    ASV113  merged  172 #> ASV419    754      5    ASV419  parent  173 #> ASV500    573      5    ASV500  parent  199 #> ASV549    493      5    ASV549  parent  216 #> ASV579    466      5    ASV579  parent  230 #> ASV596    442      5    ASV596  parent  239 #> ASV604    433      5    ASV604  parent  243 #> ASV733    309      5    ASV733  parent  294 #> ASV736    306      5     ASV19  merged  295 #> ASV744    303      5    ASV744  parent  299 #> ASV764    292      5     ASV81  merged  309 #> ASV817    256      5    ASV817  parent  330 #> ASV854    236      5    ASV854  parent  347 #> ASV870    231      5    ASV870  parent  354 #> ASV898    217      5    ASV898  parent  363 #> ASV918    211      5    ASV918  parent  370 #> ASV941    199      5     ASV33  merged  378 #> ASV942    198      5    ASV942  parent  380 #> ASV961    192      5    ASV961  parent  385 #> ASV973    182      5    ASV973  parent  391 #> ASV995    176      5    ASV995  parent  401 #> ASV1010   169      5     ASV19  merged  408 #> ASV1053   159      5   ASV1053  parent  426 #> ASV1131   137      5     ASV19  merged  453 #> ASV1144   134      5   ASV1144  parent  459 #> ASV1155   132      5   ASV1155  parent  462 #> ASV1164   130      5   ASV1164  parent  463 #> ASV1223   116      5   ASV1223  parent  482 #> ASV1079   114      5   ASV1079  parent  487 #> ASV1263   106      5   ASV1263  parent  500 #> ASV1313   100      5   ASV1313  parent  520 #> ASV1319    99      5   ASV1319  parent  525 #> ASV1376    90      5     ASV28  merged  536 #> ASV1381    89      5    ASV137  merged  540 #> ASV1404    84      5   ASV1404  parent  547 #> ASV1507    67      5   ASV1507  parent  585 #> ASV1523    66      5   ASV1523  parent  586 #> ASV1543    62      5   ASV1543  parent  590 #> ASV1548    61      5   ASV1548  parent  593 #> ASV1553    60      5   ASV1553  parent  594 #> ASV1564    58      5   ASV1564  parent  600 #> ASV1574    56      5   ASV1574  parent  604 #> ASV1586    55      5   ASV1586  parent  608 #> ASV1624    44      5   ASV1624  parent  619 #> ASV1625    44      5     ASV33  merged  620 #> ASV1630    41      5   ASV1630  parent  622 #> ASV1632    40      5   ASV1632  parent  623 #> ASV1644    34      5   ASV1644  parent  628 #> ASV1658    31      5   ASV1658  parent  631 #> ASV27   20584      4     ASV27  parent   10 #> ASV49   10215      4     ASV49  parent   24 #> ASV61    8935      4     ASV61  parent   31 #> ASV101   5649      4    ASV101  parent   51 #> ASV105   5467      4    ASV105  parent   53 #> ASV131   4108      4    ASV131  parent   64 #> ASV147   3588      4    ASV147  parent   72 #> ASV148   3514      4    ASV148  parent   73 #> ASV215   2027      4    ASV215  parent   99 #> ASV221   1931      4    ASV221  parent  101 #> ASV294   1295      4     ASV29  merged  130 #> ASV297   1282      4    ASV297  parent  131 #> ASV364    914      4     ASV58  merged  156 #> ASV388    819      4    ASV388  parent  166 #> ASV399    793      4    ASV399  parent  168 #> ASV427    736      4    ASV427  parent  176 #> ASV476    608      4    ASV388  merged  190 #> ASV591    450      4    ASV591  parent  236 #> ASV643    397      4    ASV643  parent  258 #> ASV653    389      4    ASV653  parent  263 #> ASV660    379      4    ASV129  merged  265 #> ASV720    325      4    ASV720  parent  287 #> ASV753    298      4    ASV753  parent  304 #> ASV829    249      4    ASV829  parent  334 #> ASV840    244      4    ASV840  parent  343 #> ASV865    234      4    ASV865  parent  351 #> ASV903    215      4    ASV903  parent  365 #> ASV940    200      4    ASV940  parent  377 #> ASV979    180      4     ASV19  merged  395 #> ASV1017   168      4   ASV1017  parent  409 #> ASV1067   156      4   ASV1067  parent  432 #> ASV1182   125      4     ASV26  merged  471 #> ASV1190   123      4   ASV1190  parent  472 #> ASV1228   115      4     ASV87  merged  484 #> ASV1234   114      4   ASV1234  parent  488 #> ASV1239   112      4   ASV1239  parent  490 #> ASV1271   106      4     ASV19  merged  501 #> ASV1272   106      4   ASV1272  parent  502 #> ASV1289   103      4   ASV1289  parent  508 #> ASV1294   102      4   ASV1294  parent  512 #> ASV1375    90      4     ASV28  merged  537 #> ASV1403    84      4   ASV1403  parent  548 #> ASV1423    81      4   ASV1423  parent  553 #> ASV1424    81      4   ASV1424  parent  554 #> ASV1437    79      4   ASV1437  parent  562 #> ASV1468    75      4   ASV1468  parent  575 #> ASV1537    63      4   ASV1537  parent  589 #> ASV1550    60      4   ASV1550  parent  595 #> ASV1552    60      4   ASV1552  parent  596 #> ASV1645    35      4   ASV1645  parent  627 #> ASV1650    34      4   ASV1650  parent  629 #> ASV1657    31      4    ASV129  merged  632 #> ASV1667    26      4   ASV1667  parent  637 #> ASV1681    21      4   ASV1681  parent  639 #> ASV23   22546      3     ASV23  parent    6 #> ASV48   10784      3     ASV48  parent   23 #> ASV64    8849      3     ASV64  parent   32 #> ASV75    7842      3     ASV75  parent   38 #> ASV92    6119      3     ASV92  parent   47 #> ASV99    5699      3     ASV53  merged   50 #> ASV111   4881      3    ASV111  parent   56 #> ASV162   3055      3    ASV162  parent   77 #> ASV198   2383      3    ASV198  parent   89 #> ASV202   2289      3    ASV202  parent   92 #> ASV219   1963      3    ASV219  parent  100 #> ASV224   1870      3    ASV224  parent  104 #> ASV249   1646      3    ASV249  parent  112 #> ASV254   1588      3    ASV254  parent  116 #> ASV311   1180      3    ASV311  parent  135 #> ASV327   1099      3    ASV327  parent  141 #> ASV360    935      3    ASV360  parent  155 #> ASV375    875      3      ASV2  merged  160 #> ASV402    791      3    ASV402  parent  169 #> ASV422    747      3    ASV422  parent  175 #> ASV431    725      3    ASV431  parent  178 #> ASV454    667      3    ASV454  parent  182 #> ASV459    654      3    ASV459  parent  184 #> ASV489    586      3    ASV489  parent  195 #> ASV526    528      3    ASV526  parent  207 #> ASV570    471      3    ASV570  parent  226 #> ASV578    466      3    ASV578  parent  231 #> ASV614    427      3    ASV614  parent  244 #> ASV617    422      3    ASV617  parent  247 #> ASV627    410      3    ASV627  parent  252 #> ASV671    368      3    ASV459  merged  270 #> ASV672    366      3    ASV672  parent  271 #> ASV686    354      3    ASV686  parent  274 #> ASV710    333      3    ASV710  parent  283 #> ASV792    273      3    ASV792  parent  320 #> ASV836    248      3     ASV92  merged  338 #> ASV837    248      3    ASV837  parent  339 #> ASV874    230      3    ASV874  parent  355 #> ASV883    225      3    ASV883  parent  358 #> ASV899    217      3    ASV899  parent  364 #> ASV915    210      3     ASV43  merged  371 #> ASV934    204      3    ASV934  parent  376 #> ASV959    193      3    ASV339  merged  384 #> ASV964    190      3    ASV964  parent  388 #> ASV976    181      3    ASV976  parent  393 #> ASV1006   171      3   ASV1006  parent  405 #> ASV1014   168      3   ASV1014  parent  410 #> ASV1015   168      3   ASV1015  parent  411 #> ASV1023   167      3   ASV1023  parent  414 #> ASV1037   163      3   ASV1037  parent  422 #> ASV1069   155      3   ASV1069  parent  434 #> ASV1125   139      3   ASV1125  parent  450 #> ASV1133   137      3   ASV1133  parent  454 #> ASV1134   137      3   ASV1134  parent  455 #> ASV1143   136      3   ASV1143  parent  457 #> ASV1146   134      3   ASV1146  parent  460 #> ASV1205   120      3   ASV1205  parent  476 #> ASV1225   116      3   ASV1225  parent  483 #> ASV1262   107      3     ASV12  merged  496 #> ASV1314   100      3   ASV1314  parent  521 #> ASV1387    87      3     ASV43  merged  543 #> ASV1388    87      3   ASV1388  parent  544 #> ASV1420    81      3   ASV1420  parent  555 #> ASV1422    81      3   ASV1422  parent  556 #> ASV1454    77      3   ASV1454  parent  565 #> ASV1455    77      3   ASV1455  parent  566 #> ASV1460    76      3   ASV1460  parent  571 #> ASV1461    76      3   ASV1461  parent  572 #> ASV1526    66      3   ASV1526  parent  587 #> ASV1542    62      3     ASV12  merged  591 #> ASV1545    62      3   ASV1545  parent  592 #> ASV1576    56      3   ASV1576  parent  605 #> ASV1577    56      3   ASV1577  parent  606 #> ASV847     54      3    ASV847  parent  610 #> ASV1469    47      3   ASV1469  parent  618 #> ASV1663    29      3   ASV1022  merged  634 #> ASV1697    16      3   ASV1697  parent  643 #> ASV1173    13      3   ASV1173  parent  644 #> ASV1712     9      3   ASV1712  parent  646 #> ASV50   10178      2     ASV50  parent   25 #> ASV68    8417      2     ASV25  merged   35 #> ASV77    7818      2     ASV25  merged   39 #> ASV82    7356      2     ASV82  parent   42 #> ASV127   4377      2    ASV127  parent   62 #> ASV179   2739      2    ASV179  parent   85 #> ASV196   2409      2    ASV196  parent   88 #> ASV203   2265      2    ASV203  parent   93 #> ASV208   2171      2    ASV208  parent   96 #> ASV222   1888      2    ASV222  parent  102 #> ASV285   1354      2    ASV285  parent  126 #> ASV288   1336      2    ASV288  parent  128 #> ASV318   1142      2    ASV318  parent  138 #> ASV458    657      2    ASV458  parent  183 #> ASV491    584      2    ASV210  merged  196 #> ASV515    546      2    ASV515  parent  203 #> ASV567    473      2    ASV567  parent  225 #> ASV580    465      2     ASV64  merged  232 #> ASV652    391      2    ASV652  parent  261 #> ASV687    352      2    ASV687  parent  275 #> ASV692    347      2    ASV692  parent  277 #> ASV700    341      2    ASV271  merged  281 #> ASV752    299      2    ASV752  parent  303 #> ASV762    294      2    ASV762  parent  308 #> ASV767    289      2    ASV767  parent  311 #> ASV780    278      2    ASV780  parent  316 #> ASV795    270      2     ASV81  merged  323 #> ASV798    269      2    ASV798  parent  325 #> ASV987    178      2    ASV987  parent  397 #> ASV998    174      2    ASV444  merged  403 #> ASV1024   167      2     ASV28  merged  415 #> ASV1068   156      2   ASV1068  parent  433 #> ASV1070   154      2   ASV1070  parent  435 #> ASV1093   146      2   ASV1093  parent  440 #> ASV1107   142      2   ASV1107  parent  445 #> ASV1132   137      2   ASV1132  parent  456 #> ASV1141   136      2   ASV1141  parent  458 #> ASV1169   129      2    ASV198  merged  465 #> ASV1200   121      2   ASV1200  parent  475 #> ASV1229   115      2   ASV1229  parent  485 #> ASV1242   111      2   ASV1242  parent  491 #> ASV1265   107      2   ASV1265  parent  497 #> ASV1305   101      2     ASV81  merged  517 #> ASV1338    96      2   ASV1338  parent  528 #> ASV1341    95      2   ASV1341  parent  530 #> ASV1379    89      2   ASV1379  parent  541 #> ASV1390    87      2   ASV1390  parent  545 #> ASV1401    85      2    ASV327  merged  546 #> ASV1458    76      2   ASV1458  parent  573 #> ASV1565    58      2   ASV1565  parent  601 #> ASV1584    55      2   ASV1584  parent  609 #> ASV1609    50      2   ASV1609  parent  615 #> ASV1615    48      2   ASV1615  parent  617 #> ASV1636    39      2   ASV1636  parent  625 #> ASV1653    33      2   ASV1653  parent  630 #> ASV1683    20      2   ASV1683  parent  641 #> ASV1704    13      2   ASV1704  parent  645 #> ASV1628     8      2   ASV1628  parent  647 #> ASV945      4      2    ASV945  parent  649 #> ASV108   5137      1     ASV82  merged   55 #> ASV122   4482      1    ASV122  parent   61 #> ASV152   3286      1    ASV152  parent   75 #> ASV168   2877      1     ASV64  merged   78 #> ASV207   2186      1    ASV207  parent   95 #> ASV230   1839      1    ASV230  parent  106 #> ASV242   1692      1    ASV242  parent  109 #> ASV253   1594      1    ASV253  parent  115 #> ASV280   1407      1    ASV280  parent  124 #> ASV284   1372      1    ASV280  merged  125 #> ASV298   1278      1    ASV208  merged  132 #> ASV305   1235      1    ASV285  merged  133 #> ASV379    849      1    ASV249  merged  163 #> ASV384    832      1    ASV384  parent  165 #> ASV393    810      1    ASV393  parent  167 #> ASV497    579      1    ASV497  parent  198 #> ASV524    531      1    ASV524  parent  206 #> ASV537    505      1    ASV537  parent  212 #> ASV552    489      1    ASV552  parent  218 #> ASV557    484      1    ASV388  merged  220 #> ASV588    453      1    ASV588  parent  234 #> ASV619    419      1    ASV619  parent  249 #> ASV636    404      1      ASV8  merged  255 #> ASV651    392      1    ASV152  merged  260 #> ASV689    350      1    ASV388  merged  276 #> ASV699    341      1    ASV699  parent  282 #> ASV833    248      1    ASV221  merged  340 #> ASV835    248      1    ASV357  merged  341 #> ASV851    239      1     ASV82  merged  345 #> ASV856    236      1     ASV82  merged  348 #> ASV868    233      1    ASV129  merged  353 #> ASV946    197      1    ASV946  parent  381 #> ASV1045   161      1   ASV1045  parent  424 #> ASV1055   159      1    ASV667  merged  427 #> ASV1092   146      1    ASV251  merged  441 #> ASV1102   144      1   ASV1102  parent  444 #> ASV1117   140      1     ASV43  merged  448 #> ASV1118   140      1   ASV1118  parent  449 #> ASV1166   129      1   ASV1166  parent  466 #> ASV1178   127      1     ASV38  merged  468 #> ASV1181   126      1   ASV1181  parent  470 #> ASV1215   118      1   ASV1215  parent  479 #> ASV1280   104      1   ASV1280  parent  506 #> ASV1281   104      1   ASV1281  parent  507 #> ASV1291   103      1    ASV653  merged  509 #> ASV1295   102      1   ASV1295  parent  513 #> ASV1377    90      1   ASV1377  parent  538 #> ASV1405    84      1   ASV1405  parent  549 #> ASV1448    78      1    ASV327  merged  563 #> ASV1451    77      1    ASV475  merged  567 #> ASV1453    77      1    ASV816  merged  568 #> ASV1470    75      1    ASV895  merged  576 #> ASV1471    75      1    ASV895  merged  577 #> ASV1485    73      1   ASV1485  parent  580 #> ASV1561    58      1   ASV1561  parent  602 #> ASV1563    58      1    ASV895  merged  603 #> ASV1583    56      1   ASV1583  parent  607 #> ASV1591    54      1   ASV1591  parent  611 #> ASV1611    50      1   ASV1611  parent  616 #> ASV1627    43      1   ASV1270  merged  621 #> ASV1642    36      1   ASV1642  parent  626 #> ASV1662    30      1   ASV1662  parent  633 #> ASV1665    29      1     ASV29  merged  635 #> ASV765      5      1    ASV765  parent  648 #> ASV739      2      1    ASV739  parent  650 #> ASV1726     2      1   ASV1726  parent  651 #>  #> $res_lulu$original_table #>         A10.005.B_S188_MERGED.fastq.gz A10.005.H_S189_MERGED.fastq.gz #> ASV2                                 1                             23 #> ASV8                               578                              9 #> ASV509                               0                              0 #> ASV662                               0                              0 #> ASV38                                0                              9 #> ASV749                               0                              0 #> ASV60                                0                              0 #> ASV505                               0                              0 #> ASV28                                1                              0 #> ASV724                               0                              0 #> ASV758                               0                              0 #> ASV1198                              0                              0 #> ASV420                               0                              0 #> ASV1128                              0                              0 #> ASV641                               0                              0 #> ASV859                               0                              0 #> ASV12                                0                              1 #> ASV378                               0                              0 #> ASV18                               30                              0 #> ASV172                               0                              0 #> ASV139                               0                              0 #> ASV329                               0                              0 #> ASV244                               0                              0 #> ASV756                              49                              0 #> ASV884                               0                              0 #> ASV43                                0                              0 #> ASV52                                0                              0 #> ASV94                              153                              0 #> ASV546                               0                              0 #> ASV790                               0                              0 #> ASV1052                              0                              0 #> ASV666                              32                              0 #> ASV727                               0                              0 #> ASV1427                              0                              0 #> ASV113                               0                              4 #> ASV170                             104                              0 #> ASV261                              25                              0 #> ASV772                               0                              0 #> ASV845                               0                              0 #> ASV159                               0                              0 #> ASV559                               0                              0 #> ASV586                               0                              0 #> ASV1192                              5                              0 #> ASV19                                0                              0 #> ASV69                                0                              0 #> ASV89                                0                              0 #> ASV784                               0                              0 #> ASV989                               0                              0 #> ASV209                              52                              0 #> ASV428                               0                              0 #> ASV904                               0                              0 #> ASV906                               0                              0 #> ASV65                                0                              0 #> ASV255                               0                              0 #> ASV693                               0                              0 #> ASV816                               0                              0 #> ASV1074                              0                              0 #> ASV24                                0                              0 #> ASV474                               8                              0 #> ASV178                               0                              0 #> ASV266                               0                              0 #> ASV348                              24                              0 #> ASV461                               0                              0 #> ASV631                               0                              0 #> ASV828                               0                              0 #> ASV248                               0                              0 #> ASV310                               0                              0 #> ASV357                               0                              0 #> ASV831                               3                              0 #> ASV1315                              0                              0 #> ASV1409                              0                              0 #> ASV1428                              0                              0 #> ASV81                                0                              0 #> ASV151                               0                              0 #> ASV358                               0                              0 #> ASV368                               0                              0 #> ASV443                               0                              0 #> ASV493                               7                              0 #> ASV771                               0                              0 #> ASV880                               0                              0 #> ASV1004                              1                              0 #> ASV1007                              0                              0 #> ASV1063                              0                              0 #> ASV1108                              0                              0 #> ASV1421                              0                              0 #> ASV1674                              0                              0 #> ASV25                                0                              0 #> ASV853                               0                              0 #> ASV1022                              0                              0 #> ASV1036                              0                              0 #> ASV1278                              1                              0 #> ASV1483                              0                              1 #> ASV313                               0                              0 #> ASV542                               0                              0 #> ASV556                               0                              0 #> ASV927                               0                              0 #> ASV930                               0                              0 #> ASV1020                              0                              0 #> ASV87                                0                              0 #> ASV171                               0                              0 #> ASV175                               0                              0 #> ASV404                               0                              0 #> ASV504                               0                              0 #> ASV507                               0                              0 #> ASV618                               0                             11 #> ASV626                               0                              0 #> ASV1230                              0                              3 #> ASV1332                              0                              0 #> ASV1365                              0                              1 #> ASV26                              351                              0 #> ASV55                                0                              0 #> ASV98                                0                              0 #> ASV107                               0                              0 #> ASV137                               0                              0 #> ASV286                               0                              0 #> ASV339                               0                              0 #> ASV355                               0                              0 #> ASV563                              13                              0 #> ASV746                               0                              0 #> ASV766                               0                              0 #> ASV832                               0                              0 #> ASV926                               0                              0 #> ASV994                               0                              0 #> ASV999                               0                              0 #> ASV1224                              0                              0 #> ASV1359                              0                              0 #> ASV1462                              0                              0 #> ASV29                                0                              0 #> ASV292                               0                              0 #> ASV346                               0                             10 #> ASV367                               0                              0 #> ASV377                               0                              0 #> ASV440                               0                              0 #> ASV466                               0                              0 #> ASV477                               0                              0 #> ASV488                               0                              0 #> ASV517                               0                              0 #> ASV543                               0                              0 #> ASV576                               0                              0 #> ASV592                               0                              4 #> ASV694                               0                              0 #> ASV717                               0                              0 #> ASV787                               0                              0 #> ASV797                               0                              0 #> ASV1030                              0                              0 #> ASV1031                              0                              0 #> ASV1058                              0                              0 #> ASV1059                              0                              0 #> ASV1321                              0                              0 #> ASV42                                0                              0 #> ASV78                                0                              0 #> ASV129                               0                              0 #> ASV272                               0                              0 #> ASV334                               0                              0 #> ASV365                               0                              0 #> ASV462                               0                              0 #> ASV673                               0                              0 #> ASV715                               0                              0 #> ASV729                               0                              0 #> ASV860                               0                              0 #> ASV963                               0                              0 #> ASV966                               0                              0 #> ASV1011                              0                              0 #> ASV1035                              0                              0 #> ASV1082                              0                              0 #> ASV1253                              0                              0 #> ASV1270                              0                              0 #> ASV1337                              0                              0 #> ASV1410                              0                              0 #> ASV33                                0                              0 #> ASV41                                6                              0 #> ASV45                                0                              0 #> ASV145                               0                              0 #> ASV192                               0                              0 #> ASV194                               0                              0 #> ASV199                               0                              0 #> ASV223                               0                              0 #> ASV193                               0                              0 #> ASV405                               0                              0 #> ASV523                               0                              0 #> ASV541                               0                              0 #> ASV566                               0                              0 #> ASV615                               0                              0 #> ASV932                               0                              0 #> ASV962                               0                              0 #> ASV1027                              0                              0 #> ASV984                               0                              0 #> ASV1078                              0                              0 #> ASV1085                              0                              0 #> ASV1268                              0                              0 #> ASV1300                              0                              0 #> ASV1302                              0                              0 #> ASV1304                              0                              0 #> ASV1340                              0                              0 #> ASV1380                              0                              0 #> ASV116                               0                              1 #> ASV235                               0                              0 #> ASV333                               0                              0 #> ASV344                               0                              0 #> ASV464                               0                              0 #> ASV598                               0                              0 #> ASV654                               0                              0 #> ASV697                               0                              0 #> ASV737                               0                              0 #> ASV741                               0                              0 #> ASV773                               0                              0 #> ASV801                               0                              0 #> ASV953                               0                              7 #> ASV981                               0                              0 #> ASV1097                              0                              0 #> ASV1236                             11                              0 #> ASV1247                              0                              0 #> ASV1261                              0                              1 #> ASV1311                              0                              0 #> ASV1434                              0                              0 #> ASV1518                              0                              0 #> ASV1557                              0                              0 #> ASV1558                              0                              0 #> ASV1603                              0                              0 #> ASV1690                              0                              0 #> ASV35                                0                              0 #> ASV46                                0                              0 #> ASV58                                0                              0 #> ASV119                               0                              0 #> ASV124                               0                              0 #> ASV201                               0                              0 #> ASV227                               0                              0 #> ASV444                               0                              0 #> ASV475                               0                              0 #> ASV533                               0                              0 #> ASV534                               0                              0 #> ASV569                               0                              0 #> ASV602                               0                              0 #> ASV635                               0                              0 #> ASV730                               0                              0 #> ASV731                               0                              0 #> ASV748                               0                              0 #> ASV875                               0                              0 #> ASV975                               0                              0 #> ASV988                               0                              1 #> ASV1176                              0                              0 #> ASV1276                              0                              0 #> ASV1290                              0                              0 #> ASV1396                              0                              0 #> ASV1109                              0                              0 #> ASV32                                0                              0 #> ASV85                                0                              0 #> ASV91                                0                              0 #> ASV144                               0                              0 #> ASV176                               0                              0 #> ASV264                               0                              0 #> ASV279                               0                              0 #> ASV314                               0                              0 #> ASV359                               0                              0 #> ASV483                               0                              0 #> ASV530                               0                              0 #> ASV545                               0                              0 #> ASV564                               0                              0 #> ASV577                               0                              0 #> ASV637                               0                              0 #> ASV650                               0                              0 #> ASV667                               0                              0 #> ASV685                               0                              0 #> ASV726                               0                              0 #> ASV760                               0                              0 #> ASV776                               0                              0 #> ASV785                               0                              0 #> ASV814                               0                              0 #> ASV834                               0                              0 #> ASV892                               0                              0 #> ASV895                               0                              0 #> ASV914                               0                              0 #> ASV950                               0                              0 #> ASV996                               0                              0 #> ASV1129                              0                              0 #> ASV1167                              0                              0 #> ASV1212                              0                              0 #> ASV1218                              0                              0 #> ASV1279                              0                              0 #> ASV1297                              0                              0 #> ASV1303                              0                              0 #> ASV1370                              0                              0 #> ASV1419                              0                              0 #> ASV1438                              0                              0 #> ASV1459                              0                              0 #> ASV1467                              0                              0 #> ASV1495                              0                              0 #> ASV1532                              0                              0 #> ASV1562                              0                              0 #> ASV1233                              0                              0 #> ASV1635                              0                              0 #> ASV67                                0                              0 #> ASV104                               0                              0 #> ASV142                               0                              0 #> ASV205                               0                              0 #> ASV210                               0                              0 #> ASV238                               0                              0 #> ASV271                               0                              0 #> ASV322                               0                              0 #> ASV594                               0                              0 #> ASV605                               0                              0 #> ASV616                               0                              0 #> ASV624                               0                              0 #> ASV632                               0                              0 #> ASV633                               0                              0 #> ASV665                               0                              0 #> ASV711                               0                              0 #> ASV722                               0                              0 #> ASV743                               0                              0 #> ASV796                               0                              0 #> ASV823                               0                              0 #> ASV839                               0                              0 #> ASV858                               0                              0 #> ASV891                               0                              0 #> ASV917                               0                              0 #> ASV943                               0                              0 #> ASV969                               0                             92 #> ASV986                               0                              0 #> ASV1066                              0                              1 #> ASV1101                              0                              0 #> ASV1111                              0                              0 #> ASV1152                              0                             83 #> ASV1179                              0                              0 #> ASV1213                              0                              0 #> ASV1259                              0                              0 #> ASV1320                              0                              0 #> ASV1356                              0                              0 #> ASV1369                              0                              0 #> ASV1386                              0                             29 #> ASV1484                              0                              0 #> ASV1493                              0                              0 #> ASV1510                              0                              0 #> ASV1588                              0                              0 #> ASV1684                              0                              0 #> ASV47                                0                              0 #> ASV53                                0                              0 #> ASV59                                0                              0 #> ASV133                               0                              0 #> ASV143                               0                              0 #> ASV251                               3                              0 #> ASV320                               0                              0 #> ASV338                               0                              0 #> ASV341                               0                              0 #> ASV383                               0                              0 #> ASV415                               0                              0 #> ASV419                               0                              0 #> ASV500                               0                             41 #> ASV549                               0                              0 #> ASV579                               0                              0 #> ASV596                               0                              0 #> ASV604                               0                              0 #> ASV733                               0                              0 #> ASV736                               0                              0 #> ASV744                               0                              0 #> ASV764                               0                              0 #> ASV817                               0                              0 #> ASV854                               0                              0 #> ASV870                               0                              0 #> ASV898                               0                              0 #> ASV918                               0                              0 #> ASV941                               0                              0 #> ASV942                               0                              0 #> ASV961                               0                              0 #> ASV973                               0                              0 #> ASV995                               0                              0 #> ASV1010                              0                              0 #> ASV1053                              0                              0 #> ASV1131                              0                              0 #> ASV1144                              0                              0 #> ASV1155                              0                              0 #> ASV1164                              0                              0 #> ASV1223                              0                              0 #> ASV1079                              0                              0 #> ASV1263                              0                              0 #> ASV1313                              0                              0 #> ASV1319                              0                              0 #> ASV1376                              0                              0 #> ASV1381                              0                              0 #> ASV1404                              0                              0 #> ASV1507                              0                              0 #> ASV1523                              0                              0 #> ASV1543                              0                              0 #> ASV1548                              0                              0 #> ASV1553                              0                              0 #> ASV1564                              0                              0 #> ASV1574                              0                              0 #> ASV1586                              0                              0 #> ASV1624                              0                              0 #> ASV1625                              0                              0 #> ASV1630                              0                              0 #> ASV1632                              0                              0 #> ASV1644                             11                              0 #> ASV1658                              0                              0 #> ASV27                                0                              0 #> ASV49                                0                              0 #> ASV61                                0                              0 #> ASV101                               0                              0 #> ASV105                               0                              0 #> ASV131                               0                              0 #> ASV147                               0                              0 #> ASV148                               0                              0 #> ASV215                               0                              0 #> ASV221                               0                              0 #> ASV294                               0                              0 #> ASV297                               0                              0 #> ASV364                               0                              0 #> ASV388                               0                              0 #> ASV399                               0                              0 #> ASV427                               0                              0 #> ASV476                               0                              0 #> ASV591                               0                              0 #> ASV643                               0                              0 #> ASV653                               0                              0 #> ASV660                               0                              0 #> ASV720                               0                              0 #> ASV753                               0                              0 #> ASV829                               2                              0 #> ASV840                               0                              0 #> ASV865                               0                              0 #> ASV903                               0                              0 #> ASV940                               0                              0 #> ASV979                               0                              0 #> ASV1017                              0                              0 #> ASV1067                              0                              0 #> ASV1182                            114                              0 #> ASV1190                              0                              0 #> ASV1228                              0                              0 #> ASV1234                              0                              0 #> ASV1239                              0                              0 #> ASV1271                              0                              0 #> ASV1272                              0                              0 #> ASV1289                              0                              0 #> ASV1294                              0                              0 #> ASV1375                              0                              0 #> ASV1403                              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0                              0 #> ASV1289                              0                              0 #> ASV1294                              0                              0 #> ASV1375                              0                              0 #> ASV1403                              0                              0 #> ASV1423                              0                              0 #> ASV1424                              0                              0 #> ASV1437                              0                              0 #> ASV1468                              0                              0 #> ASV1537                              0                              0 #> ASV1550                              0                              0 #> ASV1552                              0                             12 #> ASV1645                              0                              0 #> ASV1650                              0                              6 #> ASV1657         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1 #> ASV224                               0                              0 #> ASV249                               0                              0 #> ASV254                               0                              0 #> ASV311                               0                              0 #> ASV327                               0                              0 #> ASV360                               0                              0 #> ASV375                               0                              0 #> ASV402                               0                              0 #> ASV422                               0                              0 #> ASV431                               0                              0 #> ASV454                               0                              0 #> ASV459                               0                              0 #> ASV489                               0                              0 #> ASV526                               0         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      0                              0 #> ASV68                                0                              0 #> ASV77                                0                              0 #> ASV82                                0                              0 #> ASV127                               0                              0 #> ASV179                               0                              0 #> ASV196                               0                              0 #> ASV203                               0                              0 #> ASV208                               0                              0 #> ASV222                               0                              0 #> ASV285                               0                              0 #> ASV288                               0                              0 #> ASV318                               0                              0 #> ASV458                               0                              0 #>         ADABM30X.M_S16_MERGED.fastq.gz AE30.ABM507_S17_MERGED.fastq.gz #> ASV2                                 3                               7 #> ASV8                                 0                              36 #> ASV509                               0                               0 #> ASV662                               0                               0 #> ASV38                               37                               0 #> ASV749                               0                               0 #> ASV60                                0                               0 #> ASV505                               0                               0 #> ASV28                                0                               1 #> ASV724                               0                               0 #> ASV758                               0                               0 #> ASV1198                              0                               0 #> ASV420                               0                               0 #> ASV1128                              0                               0 #> ASV641                               0                               0 #> ASV859                               0                               0 #> ASV12                                0                               0 #> ASV378                               0                              31 #> ASV18                                0                              44 #> ASV172                               0                             255 #> ASV139                               0                            1889 #> ASV329                               0                               0 #> ASV244                               0                             577 #> ASV756                               0                               0 #> ASV884                               0                               0 #> ASV43                                0                              31 #> ASV52                                0                               0 #> ASV94                                0                               0 #> ASV546                               0                               0 #> ASV790                               0                               0 #> ASV1052                              0                               0 #> ASV666                               0                               1 #> ASV727                               0                               0 #> ASV1427                              0                               0 #> ASV113                               0                               0 #> ASV170                               0                               0 #> ASV261                               0                               0 #> ASV772                               0                               0 #> ASV845                               0                               0 #> ASV159                               0                               0 #> ASV559                               0                              65 #> ASV586                               0                               0 #> ASV1192                              0                               4 #> ASV19                                0                               1 #> ASV69                                0                               0 #> ASV89                                0                               7 #> ASV784                               0                              10 #> ASV989                               1                               0 #> ASV209                               0                               0 #> ASV428                               0                               0 #> ASV904                               0                               0 #> ASV906                               0                               2 #> ASV65                                0                               0 #> ASV255                               3                               0 #> ASV693                               0                               0 #> ASV816                               1                               0 #> ASV1074                              0                               7 #> ASV24                                1                               0 #> ASV474                               0                               0 #> ASV178                               0                               0 #> ASV266                               1                               0 #> ASV348                               0                               0 #> ASV461                               0                             258 #> ASV631                               0                               0 #> ASV828                               0                               2 #> ASV248                               0                               0 #> ASV310                               0                 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                              0 #> ASV1396                              0                               0 #> ASV1109                              0                               0 #> ASV32                                0                               0 #> ASV85                              297                               0 #> ASV91                                0                               0 #> ASV144                               0                               0 #> ASV176                               0                               0 #> ASV264                               0                               0 #> ASV279                               0                               0 #> ASV314                               0                               0 #> ASV359                               0                               0 #> ASV483                             406                               0 #> ASV530                               0                               0 #> 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                              0 #> ASV895                               0                               0 #> ASV914                               0                               0 #> ASV950                               0                             174 #> ASV996                               0                               0 #> ASV1129                              0                               0 #> ASV1167                              0                               0 #> ASV1212                              0                               0 #> ASV1218                              0                               0 #> ASV1279                              0                               0 #> ASV1297                              0                               0 #> ASV1303                              0                               0 #> ASV1370                              0                              62 #> ASV1419                              0                               0 #> ASV1438                              0                               0 #> ASV1459                              0                               3 #> ASV1467                              0                               0 #> ASV1495                              0                               0 #> ASV1532                              0                               0 #> ASV1562                              0                               0 #> ASV1233                              0                               0 #> ASV1635                              0                               0 #> ASV67                                0                               0 #> ASV104                               0                               0 #> ASV142                               0                               0 #> ASV205                               0                               0 #> ASV210                               0                               0 #> ASV238                               0                               0 #> ASV271                               0                               0 #> ASV322                               0                               0 #> ASV594                               0                               0 #> ASV605                               0                               0 #> ASV616                               0                               0 #> ASV624                               0                               0 #> ASV632                               0                               0 #> ASV633                               0                               0 #> ASV665                               0                               0 #> ASV711                               0                               0 #> ASV722                               0                               0 #> ASV743                               0                               0 #> ASV796                               0                               0 #> ASV823                               2                               0 #> ASV839                               0                               0 #> ASV858                               0                               0 #> ASV891                               2                               0 #> ASV917                               0                               0 #> ASV943                               0                               0 #> ASV969                               0                               0 #> ASV986                               0                               0 #> ASV1066                              0                               0 #> ASV1101                              0                               0 #> ASV1111                              0                               0 #> ASV1152                              0                               0 #> ASV1179                              0                               0 #> ASV1213                              0                               0 #> ASV1259                              0                               0 #> ASV1320                              0                               0 #> ASV1356                              0                               0 #> ASV1369                              0                              18 #> ASV1386                              0                               0 #> ASV1484                              0                               0 #> ASV1493                              0                               0 #> ASV1510                              0                               0 #> ASV1588                              0                               0 #> ASV1684                              0                               0 #> ASV47                                0                             315 #> ASV53                                0                               0 #> ASV59                                0                            1207 #> ASV133                               0                               0 #> ASV143                               0                               0 #> ASV251                               0                               0 #> ASV320                               0                               0 #> ASV338                             213                               0 #> ASV341                               0                               0 #> ASV383                               0                               0 #> ASV415                               0                               0 #> ASV419                               0                               0 #> ASV500                               0                               0 #> ASV549                               0                               0 #> ASV579                               0                               0 #> ASV596                               0                               0 #> ASV604                               0 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0                              0 #> ASV179                            0                              0 #> ASV196                            0                              0 #> ASV203                            0                              0 #> ASV208                            0                              0 #> ASV222                            0                              0 #> ASV285                            0                              0 #> ASV288                            0                              0 #> ASV318                            0                              0 #> ASV458                            0                              0 #>         BV11.002.H_S58_MERGED.fastq.gz BV11.002.M_S59_MERGED.fastq.gz #> ASV2                              1201                           2844 #> ASV8                                 2                              0 #> ASV509                               0                              0 #> ASV662                               0     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ASV666                               0                              0 #> ASV727                               0                              0 #> ASV1427                              0                              0 #> ASV113                               2                              0 #> ASV170                               0                              0 #> ASV261                               0                              0 #> ASV772                               0                              0 #> ASV845                               0                              0 #> ASV159                               0                              0 #> ASV559                               1                              0 #> ASV586                               0                              2 #> ASV1192                              0                              0 #> ASV19                             1625                           1070 #> ASV69                                0              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                           3                              0 #> ASV151                             281                              0 #> ASV358                               0                              0 #> ASV368                             300                              0 #> ASV443                             309                              0 #> ASV493                               0                              0 #> ASV771                               0                              0 #> ASV880                               0                              0 #> ASV1004                              0                              0 #> ASV1007                              0                             10 #> ASV1063                              0                              0 #> ASV1108                              0                              0 #> ASV1421                              1                              0 #> ASV1674                              0                              0 #> ASV25                               66                              0 #> ASV853                               0                              0 #> ASV1022                              0                              0 #> ASV1036                              0                              0 #> ASV1278                              0                              0 #> ASV1483                              0                              0 #> ASV313                             107                              0 #> ASV542                               0                              0 #> ASV556                               0                              0 #> ASV927                               0                              0 #> ASV930                               0                              0 #> ASV1020                              0                              0 #> ASV87                                0                              0 #> ASV171                               9   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#> ASV29                                0                              2 #> ASV292                             505                              0 #> ASV346                               0                              0 #> ASV367                               0                              0 #> ASV377                               0                              0 #> ASV440                               0                              0 #> ASV466                               0                              0 #> ASV477                               0                              0 #> ASV488                               0                             10 #> ASV517                               1                              0 #> ASV543                               0                              0 #> ASV576                               1                            140 #> ASV592                               0                              0 #> ASV694                               0           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         0                              0 #> ASV462                              64                              0 #> ASV673                               0                              8 #> ASV715                               0                              0 #> ASV729                              15                              4 #> ASV860                               0                              0 #> ASV963                               0                              0 #> ASV966                               0                              0 #> ASV1011                              0                              0 #> ASV1035                              0                              0 #> ASV1082                             75                             20 #> ASV1253                              0                              0 #> ASV1270                              0                              1 #> ASV1337                              0                              0 #> ASV1410                              0                              0 #> ASV33                                0                              0 #> ASV41                                0                              0 #> ASV45                                0                              0 #> ASV145                               0                              0 #> ASV192                               0                              0 #> ASV194                               0                              0 #> ASV199                               0                              0 #> ASV223                             633                             67 #> ASV193                               0                              0 #> ASV405                               0                              0 #> ASV523                               0                              0 #> ASV541                              67                              5 #> ASV566                               0              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      0 #> ASV119                               0                              0 #> ASV124                               0                              0 #> ASV201                               0                              0 #> ASV227                              24                           1684 #> ASV444                               0                              0 #> ASV475                               0                              0 #> ASV533                               0                              0 #> ASV534                              31                              0 #> ASV569                               0                              0 #> ASV602                               0                              3 #> ASV635                              26                              0 #> ASV730                               0                              0 #> ASV731                               1                              0 #> ASV748                               0   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ASV1495                             0                             0 #> ASV1532                             0                             0 #> ASV1562                             0                             0 #> ASV1233                             0                             0 #> ASV1635                             0                             0 #> ASV67                               0                             0 #> ASV104                              0                             0 #> ASV142                              0                             0 #> ASV205                              0                             0 #> ASV210                              0                             0 #> ASV238                              0                             0 #> ASV271                              0                             0 #> ASV322                              0                             0 #> ASV594                              0                             0 #> ASV605 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    179                               0 #> ASV1128                             4                               0 #> ASV641                              8                               0 #> ASV859                              8                               0 #> ASV12                               0                               0 #> ASV378                              0                               0 #> ASV18                               0                               0 #> ASV172                              0                               0 #> ASV139                              0                              13 #> ASV329                              0                               0 #> ASV244                              0                              18 #> ASV756                              0                               0 #> ASV884                              0                               0 #> ASV43                               0                               0 #> ASV52    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#> ASV50                               0                               0 #> ASV68                               0                               0 #> ASV77                               0                               0 #> ASV82                               0                               0 #> ASV127                              0                               0 #> ASV179                              0                               0 #> ASV196                              0                               0 #> ASV203                              0                               0 #> ASV208                              0                               0 #> ASV222                              0                               0 #> ASV285                              0                               0 #> ASV288                              0                               0 #> ASV318                              0                               0 #> ASV458                              0            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0 #> ASV261                               7                              0 #> ASV772                               1                              0 #> ASV845                               0                              0 #> ASV159                               7                              0 #> ASV559                              30                              2 #> ASV586                               1                              5 #> ASV1192                              2                              0 #> ASV19                                4                              0 #> ASV69                                0                              0 #> ASV89                                0                              0 #> ASV784                               0                              0 #> ASV989                               0                              0 #> ASV209                               9                              0 #> ASV428                               0         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ASV493                               0                              0 #> ASV771                               0                              0 #> ASV880                               0                              0 #> ASV1004                              0                              0 #> ASV1007                              3                              0 #> ASV1063                              0                              0 #> ASV1108                              0                              0 #> ASV1421                              0                              0 #> ASV1674                              0                              0 #> ASV25                                0                              0 #> ASV853                               0                              0 #> ASV1022                              0                              1 #> ASV1036                              0                              0 #> ASV1278                              0              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      0 #> ASV440                               0                              0 #> ASV466                               0                              0 #> ASV477                               0                             24 #> ASV488                               0                              0 #> ASV517                               0                             53 #> ASV543                               0                              0 #> ASV576                               0                              0 #> ASV592                               0                              0 #> ASV694                               0                              0 #> ASV717                               0                             11 #> ASV787                               0                              0 #> ASV797                               0                              0 #> ASV1030                              0                              0 #> ASV1031                              0   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      0 #> ASV892                               0                              0 #> ASV895                               0                              0 #> ASV914                               0                              0 #> ASV950                              16                              0 #> ASV996                               0                              0 #> ASV1129                              0                              0 #> ASV1167                              0                              0 #> ASV1212                              0                              0 #> ASV1218                              0                              0 #> ASV1279                              2                              0 #> ASV1297                              0                              0 #> ASV1303                              0                              0 #> ASV1370                              3                              1 #> ASV1419                              0   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  0                            0 #> ASV744                               0                            0 #> ASV764                               0                            0 #> ASV817                               0                            0 #> ASV854                               0                            0 #> ASV870                               0                            0 #> ASV898                               0                            0 #> ASV918                               0                            0 #> ASV941                               0                            0 #> ASV942                               0                            0 #> ASV961                               0                            0 #> ASV973                               0                            0 #> ASV995                               0                            0 #> ASV1010                              0                            0 #> ASV1053                              0                            0 #> ASV1131                              0                            0 #> ASV1144                              0                            0 #> ASV1155                              0                            0 #> ASV1164                              0                            0 #> ASV1223                              0                            0 #> ASV1079                              0                            0 #> ASV1263                              0                            0 #> ASV1313                              0                            0 #> ASV1319                              0                            0 #> ASV1376                              0                            0 #> ASV1381                              0                            0 #> ASV1404                              0                            0 #> ASV1507                              0                            0 #> ASV1523                              0                            0 #> ASV1543                              0                            0 #> ASV1548                              0                            0 #> ASV1553                              0                            0 #> ASV1564                              0                            0 #> ASV1574                              0                            0 #> ASV1586                              0                            0 #> ASV1624                              0                            0 #> ASV1625                              0                            0 #> ASV1630                              0                            0 #> ASV1632                              0                            0 #> ASV1644                              0                            0 #> ASV1658                              0                            0 #> ASV27                                0                            0 #> ASV49                                0                            0 #> ASV61                                0                            0 #> ASV101                               0                            0 #> ASV105                               0                            0 #> ASV131                               0                            0 #> ASV147                               0                            0 #> ASV148                               0                            0 #> ASV215                               0                            0 #> ASV221                               0                            0 #> ASV294                               0                            0 #> ASV297                            1265                            0 #> ASV364                               0                            0 #> ASV388                               0                            0 #> ASV399                               0                            0 #> ASV427                               0                            0 #> ASV476                               0                            0 #> ASV591                               0                            0 #> ASV643                               0                            0 #> ASV653                               0                            0 #> ASV660                               0                            0 #> ASV720                               0                            0 #> ASV753                               0                            0 #> ASV829                               0                            0 #> ASV840                               0                            0 #> ASV865                               0                            0 #> ASV903                               0                            0 #> ASV940                               0                            0 #> ASV979                               0                            0 #> ASV1017                              0                            0 #> ASV1067                              0                            0 #> ASV1182                              0                            0 #> ASV1190                              0                            0 #> ASV1228                              0                            0 #> ASV1234                              0                            0 #> ASV1239                              0                            0 #> ASV1271                              0                            0 #> ASV1272                              0                            0 #> ASV1289                              0                            0 #> ASV1294                              0                            0 #> ASV1375                              0                            0 #> ASV1403                              0                            0 #> ASV1423                              0                            0 #> ASV1424                              0                            0 #> ASV1437                              0                            0 #> ASV1468                              0                            0 #> ASV1537                              0                            0 #> ASV1550                              0                            0 #> ASV1552                              0                            0 #> ASV1645                              0                            0 #> ASV1650                              0                            0 #> ASV1657                              0                            0 #> ASV1667                              0                            0 #> ASV1681                              0                            0 #> ASV23                                0                            0 #> ASV48                                0                            0 #> ASV64                                0                            0 #> ASV75                                0                            0 #> ASV92                                0                            0 #> ASV99                                0                            0 #> ASV111                               0                            0 #> ASV162                               0                            0 #> ASV198                               0                            0 #> ASV202                               0                            0 #> ASV219                               0                            0 #> ASV224                               0                            0 #> ASV249                               0                            0 #> ASV254                               0                            0 #> ASV311                               0                           16 #> ASV327                               0                            0 #> ASV360                               0                            0 #> ASV375                               0                            0 #> ASV402                               0                            0 #> ASV422                               0                            0 #> ASV431                               0                            0 #> ASV454                               0                            0 #> ASV459                               0                            0 #> ASV489                               0                            0 #> ASV526                               0                            0 #> ASV570                               0                            0 #> ASV578                               0                            0 #> ASV614                               0                            0 #> ASV617                               0                            0 #> ASV627                               0                            0 #> ASV671                               0                            0 #> ASV672                               0                            0 #> ASV686                               0                            0 #> ASV710                               0                            0 #> ASV792                               0                            0 #> ASV836                               0                            0 #> ASV837                               0                            0 #> ASV874                               0                            0 #> ASV883                               0                            0 #> ASV899                               0                            0 #> ASV915                               0                            0 #> ASV934                               0                            0 #> ASV959                               0                            0 #> ASV964                               0                            0 #> ASV976                               0                            0 #> ASV1006                              0                            0 #> ASV1014                              0                            0 #> ASV1015                              0                            0 #> ASV1023                              0                            0 #> ASV1037                              0                            0 #> ASV1069                              0                            0 #> ASV1125                              0                            0 #> ASV1133                              0                            0 #> ASV1134                              0                            0 #> ASV1143                              0                            0 #> ASV1146                              0                            0 #> ASV1205                              0                            0 #> ASV1225                              0                            0 #> ASV1262                              0                            0 #> ASV1314                              0                            0 #> ASV1387                              0                            0 #> ASV1388                              0                            0 #> ASV1420                              0                            0 #> ASV1422                              0                            0 #> ASV1454                              0                            0 #> ASV1455                              0                            0 #> ASV1460                              0                            0 #> ASV1461                              0                            0 #> ASV1526                              0                            0 #> ASV1542                              0                            0 #> ASV1545                              0                            0 #> ASV1576                              0                            0 #> ASV1577                              0                            0 #> ASV847                               0                            0 #> ASV1469                              0                            0 #> ASV1663                              0                            0 #> ASV1697                              0                            0 #> ASV1173                              0                            0 #> ASV1712                              0                            0 #> ASV50                                0                            0 #> ASV68                                0                            0 #> ASV77                                0                            0 #> ASV82                                0                            0 #> ASV127                               0                            0 #> ASV179                               0                            0 #> ASV196                               0                            0 #> ASV203                               0                            0 #> ASV208                               0                            0 #> ASV222                               0                            0 #> ASV285                               0                            0 #> ASV288                               0                            0 #> ASV318                               0                            0 #> ASV458                               0                            0 #>         Z30.ABM560.M_S187_MERGED.fastq.gz #> ASV2                                    6 #> ASV8                                 9388 #> ASV509                                  0 #> ASV662                                  0 #> ASV38                                   0 #> ASV749                                  0 #> ASV60                                   8 #> ASV505                                  0 #> ASV28                                   0 #> ASV724                                  0 #> ASV758                                  0 #> ASV1198                                 0 #> ASV420                                  0 #> ASV1128                                 0 #> ASV641                                  0 #> ASV859                                  0 #> ASV12                                   0 #> ASV378                                 69 #> ASV18                                 129 #> ASV172                                  0 #> ASV139                                  7 #> ASV329                                  0 #> ASV244                                 11 #> ASV756                                  0 #> ASV884                                  0 #> ASV43                                   0 #> ASV52                                   0 #> ASV94                                 201 #> ASV546                                  0 #> ASV790                                  0 #> ASV1052                                 0 #> ASV666                                 52 #> ASV727                                  0 #> ASV1427                                 0 #> ASV113                                  0 #> ASV170                                304 #> ASV261                                136 #> ASV772                                  0 #> ASV845                                  0 #> ASV159                                  0 #> ASV559                                  0 #> ASV586                                  0 #> ASV1192                                 2 #> ASV19                                   0 #> ASV69                                   0 #> ASV89                                   0 #> ASV784                                 10 #> ASV989                                  0 #> ASV209                                148 #> ASV428                                  0 #> ASV904                                  0 #> ASV906                                  0 #> ASV65                                   0 #> ASV255                                  0 #> ASV693                                  0 #> ASV816                                  0 #> ASV1074                                 0 #> ASV24                                   0 #> ASV474                                  7 #> ASV178                                  0 #> ASV266                                  0 #> ASV348                                  2 #> ASV461                                  0 #> ASV631                                  0 #> ASV828                                  1 #> ASV248                                  0 #> ASV310                                  0 #> ASV357                                  0 #> ASV831                                  3 #> ASV1315                                12 #> ASV1409                                 4 #> ASV1428                                 0 #> ASV81                                   0 #> ASV151                                  0 #> ASV358                                  0 #> ASV368                                  0 #> ASV443                                  0 #> ASV493                                101 #> ASV771                                  0 #> ASV880                                  0 #> ASV1004                                 0 #> ASV1007                                 0 #> ASV1063                                 0 #> ASV1108                                 0 #> ASV1421                                 0 #> ASV1674                                 0 #> ASV25                                   0 #> ASV853                                  0 #> ASV1022                                 0 #> ASV1036                                 0 #> ASV1278                                 0 #> ASV1483                                 0 #> ASV313                                  0 #> ASV542                                  4 #> ASV556                                  0 #> ASV927                                  0 #> ASV930                                  0 #> ASV1020                                 0 #> ASV87                                   0 #> ASV171                                  0 #> ASV175                                  0 #> ASV404                                  0 #> ASV504                                  0 #> ASV507                                  0 #> ASV618                                  0 #> ASV626                                  0 #> ASV1230                                 0 #> ASV1332                                 0 #> ASV1365                                 1 #> ASV26                                   0 #> ASV55                                   0 #> ASV98                                   0 #> ASV107                                  0 #> ASV137                                  0 #> ASV286                                  0 #> ASV339                                  0 #> ASV355                                  0 #> ASV563                                  0 #> ASV746                                  0 #> ASV766                                  0 #> ASV832                                  0 #> ASV926                                  0 #> ASV994                                  0 #> ASV999                                 12 #> ASV1224                                 0 #> ASV1359                                 0 #> ASV1462                                 0 #> ASV29                                   0 #> ASV292                                  0 #> ASV346                                  0 #> ASV367                                  0 #> ASV377                                  0 #> ASV440                                  0 #> ASV466                                  0 #> ASV477                                  0 #> ASV488                                  0 #> ASV517                                  0 #> ASV543                                  0 #> ASV576                                  0 #> ASV592                                  0 #> ASV694                                  0 #> ASV717                                  0 #> ASV787                                  0 #> ASV797                                  0 #> ASV1030                                 0 #> ASV1031                                 0 #> ASV1058                                 0 #> ASV1059                                 0 #> ASV1321                                 0 #> ASV42                                   0 #> ASV78                                   0 #> ASV129                                  0 #> ASV272                                  0 #> ASV334                                  0 #> ASV365                                  0 #> ASV462                                  0 #> ASV673                                  0 #> ASV715                                  0 #> ASV729                                  0 #> ASV860                                  0 #> ASV963                                  0 #> ASV966                                  0 #> ASV1011                                 0 #> ASV1035                                 0 #> ASV1082                                 0 #> ASV1253                                 0 #> ASV1270                                 0 #> ASV1337                                 0 #> ASV1410                                 0 #> ASV33                                   1 #> ASV41                                   0 #> ASV45                                   0 #> ASV145                                  0 #> ASV192                                  0 #> ASV194                                  0 #> ASV199                                  0 #> ASV223                                  0 #> ASV193                                  0 #> ASV405                                  0 #> ASV523                                  0 #> ASV541                                  0 #> ASV566                                  0 #> ASV615                                  0 #> ASV932                                  0 #> ASV962                                  0 #> ASV1027                                 0 #> ASV984                                  0 #> ASV1078                                 0 #> ASV1085                                 0 #> ASV1268                                 0 #> ASV1300                                 0 #> ASV1302                                 0 #> ASV1304                                 0 #> ASV1340                                 0 #> ASV1380                                 0 #> ASV116                                  0 #> ASV235                                  0 #> ASV333                                  0 #> ASV344                                  0 #> ASV464                                  0 #> ASV598                                  0 #> ASV654                                  0 #> ASV697                                  0 #> ASV737                                  0 #> ASV741                                  0 #> ASV773                                  0 #> ASV801                                  1 #> ASV953                                  0 #> ASV981                                  0 #> ASV1097                                 0 #> ASV1236                                 0 #> ASV1247                                 0 #> ASV1261                                 0 #> ASV1311                                 0 #> ASV1434                                 0 #> ASV1518                                 0 #> ASV1557                                 0 #> ASV1558                                 0 #> ASV1603                                 0 #> ASV1690                                 0 #> ASV35                                   0 #> ASV46                                   0 #> ASV58                                   0 #> ASV119                                  0 #> ASV124                                  0 #> ASV201                                  0 #> ASV227                                  0 #> ASV444                                  0 #> ASV475                                  0 #> ASV533                                  0 #> ASV534                                  0 #> ASV569                                  0 #> ASV602                                  0 #> ASV635                                  0 #> ASV730                                  0 #> ASV731                                  0 #> ASV748                                  0 #> ASV875                                  0 #> ASV975                                  0 #> ASV988                                  0 #> ASV1176                                 0 #> ASV1276                                 0 #> ASV1290                                 0 #> ASV1396                                 0 #> ASV1109                                 0 #> ASV32                                   0 #> ASV85                                   0 #> ASV91                                   0 #> ASV144                                  0 #> ASV176                                  0 #> ASV264                                  0 #> ASV279                                  0 #> ASV314                                  0 #> ASV359                                  0 #> ASV483                                  0 #> ASV530                                  0 #> ASV545                                  0 #> ASV564                                  0 #> ASV577                                  0 #> ASV637                                  0 #> ASV650                                  0 #> ASV667                                 13 #> ASV685                                  0 #> ASV726                                  0 #> ASV760                                  0 #> ASV776                                  0 #> ASV785                                  0 #> ASV814                                  0 #> ASV834                                  0 #> ASV892                                  0 #> ASV895                                  0 #> ASV914                                  0 #> ASV950                                  0 #> ASV996                                  0 #> ASV1129                                 0 #> ASV1167                                 0 #> ASV1212                                 0 #> ASV1218                                 0 #> ASV1279                                 0 #> ASV1297                                 0 #> ASV1303                                 0 #> ASV1370                                 0 #> ASV1419                                19 #> ASV1438                                 0 #> ASV1459                                 0 #> ASV1467                                 0 #> ASV1495                                 0 #> ASV1532                                 0 #> ASV1562                                 0 #> ASV1233                                 0 #> ASV1635                                 0 #> ASV67                                   0 #> ASV104                                  0 #> ASV142                                  0 #> ASV205                                  0 #> ASV210                                  0 #> ASV238                                  0 #> ASV271                                  0 #> ASV322                                  0 #> ASV594                                  0 #> ASV605                                  0 #> ASV616                                  0 #> ASV624                                  0 #> ASV632                                  0 #> ASV633                                  0 #> ASV665                                  0 #> ASV711                                  0 #> ASV722                                  0 #> ASV743                                  0 #> ASV796                                  0 #> ASV823                                  0 #> ASV839                                  0 #> ASV858                                  0 #> ASV891                                  0 #> ASV917                                  0 #> ASV943                                  0 #> ASV969                                  0 #> ASV986                                  0 #> ASV1066                                 0 #> ASV1101                                 0 #> ASV1111                                 0 #> ASV1152                                 0 #> ASV1179                                 0 #> ASV1213                                 0 #> ASV1259                                 0 #> ASV1320                                 0 #> ASV1356                                 0 #> ASV1369                                 0 #> ASV1386                                 0 #> ASV1484                                 0 #> ASV1493                                 0 #> ASV1510                                 0 #> ASV1588                                 0 #> ASV1684                                 0 #> ASV47                                   0 #> ASV53                                   0 #> ASV59                                   0 #> ASV133                                  0 #> ASV143                                  0 #> ASV251                                  0 #> ASV320                                  0 #> ASV338                                  0 #> ASV341                                  0 #> ASV383                                  0 #> ASV415                                  0 #> ASV419                                  0 #> ASV500                                  0 #> ASV549                                  0 #> ASV579                                  0 #> ASV596                                  0 #> ASV604                                  0 #> ASV733                                  9 #> ASV736                                  0 #> ASV744                                  0 #> ASV764                                  0 #> ASV817                                  0 #> ASV854                                  0 #> ASV870                                  0 #> ASV898                                  0 #> ASV918                                  0 #> ASV941                                  0 #> ASV942                                  0 #> ASV961                                  0 #> ASV973                                  0 #> ASV995                                  0 #> ASV1010                                 0 #> ASV1053                                 0 #> ASV1131                                 0 #> ASV1144                                 0 #> ASV1155                                 0 #> ASV1164                                 0 #> ASV1223                                 0 #> ASV1079                                 0 #> ASV1263                                 0 #> ASV1313                                 0 #> ASV1319                                 0 #> ASV1376                                 0 #> ASV1381                                 0 #> ASV1404                                 0 #> ASV1507                                 0 #> ASV1523                                 0 #> ASV1543                                 0 #> ASV1548                                 0 #> ASV1553                                 0 #> ASV1564                                 0 #> ASV1574                                 0 #> ASV1586                                 0 #> ASV1624                                 0 #> ASV1625                                 0 #> ASV1630                                 0 #> ASV1632                                 0 #> ASV1644                                 0 #> ASV1658                                 0 #> ASV27                                   0 #> ASV49                                   0 #> ASV61                                   0 #> ASV101                                  0 #> ASV105                                  0 #> ASV131                                  0 #> ASV147                                  0 #> ASV148                                 15 #> ASV215                                  0 #> ASV221                                  0 #> ASV294                                  0 #> ASV297                                  0 #> ASV364                                  0 #> ASV388                                  0 #> ASV399                                  0 #> ASV427                                  0 #> ASV476                                  0 #> ASV591                                  0 #> ASV643                                  0 #> ASV653                                  0 #> ASV660                                  0 #> ASV720                                  0 #> ASV753                                  0 #> ASV829                                  0 #> ASV840                                  0 #> ASV865                                  0 #> ASV903                                  0 #> ASV940                                  0 #> ASV979                                  0 #> ASV1017                                 0 #> ASV1067                                 0 #> ASV1182                                 0 #> ASV1190                                 0 #> ASV1228                                 0 #> ASV1234                                 0 #> ASV1239                                 0 #> ASV1271                                 0 #> ASV1272                                 0 #> ASV1289                                 0 #> ASV1294                                 0 #> ASV1375                                 0 #> ASV1403                                 0 #> ASV1423                                 0 #> ASV1424                                 0 #> ASV1437                                 0 #> ASV1468                                 0 #> ASV1537                                 0 #> ASV1550                                 0 #> ASV1552                                 0 #> ASV1645                                 0 #> ASV1650                                 0 #> ASV1657                                 0 #> ASV1667                                 0 #> ASV1681                                 0 #> ASV23                                   0 #> ASV48                                   0 #> ASV64                                   0 #> ASV75                                   0 #> ASV92                                  12 #> ASV99                                   0 #> ASV111                                  0 #> ASV162                                  0 #> ASV198                                  0 #> ASV202                                  0 #> ASV219                                  0 #> ASV224                                  4 #> ASV249                                  0 #> ASV254                                  0 #> ASV311                                  0 #> ASV327                                  0 #> ASV360                                  0 #> ASV375                                  0 #> ASV402                                  9 #> ASV422                                  0 #> ASV431                                  0 #> ASV454                                  0 #> ASV459                                  0 #> ASV489                                  0 #> ASV526                                  0 #> ASV570                                  0 #> ASV578                                  0 #> ASV614                                  0 #> ASV617                                  0 #> ASV627                                  0 #> ASV671                                  0 #> ASV672                                  0 #> ASV686                                  0 #> ASV710                                  0 #> ASV792                                  0 #> ASV836                                  5 #> ASV837                                  0 #> ASV874                                  4 #> ASV883                                  0 #> ASV899                                  0 #> ASV915                                  0 #> ASV934                                  0 #> ASV959                                  0 #> ASV964                                  0 #> ASV976                                  0 #> ASV1006                                 0 #> ASV1014                                 0 #> ASV1015                                 0 #> ASV1023                                 0 #> ASV1037                                 0 #> ASV1069                                 0 #> ASV1125                                 0 #> ASV1133                                 0 #> ASV1134                                 0 #> ASV1143                                 0 #> ASV1146                                 0 #> ASV1205                                76 #> ASV1225                                 0 #> ASV1262                                 0 #> ASV1314                                 0 #> ASV1387                                 0 #> ASV1388                                 0 #> ASV1420                                 0 #> ASV1422                                 0 #> ASV1454                                 0 #> ASV1455                                 0 #> ASV1460                                 0 #> ASV1461                                 0 #> ASV1526                                 0 #> ASV1542                                 0 #> ASV1545                                 0 #> ASV1576                                 0 #> ASV1577                                 0 #> ASV847                                  0 #> ASV1469                                 0 #> ASV1663                                 0 #> ASV1697                                 0 #> ASV1173                                 0 #> ASV1712                                 0 #> ASV50                                   0 #> ASV68                                   0 #> ASV77                                   0 #> ASV82                                   0 #> ASV127                                  0 #> ASV179                                  0 #> ASV196                                  0 #> ASV203                                  0 #> ASV208                                  0 #> ASV222                                  0 #> ASV285                                  0 #> ASV288                                  0 #> ASV318                                  0 #> ASV458                                  0 #>  [ reached 'max' / getOption(\"max.print\") -- omitted 111 rows ] #>  #>  #> $merged_ASV #>         total spread parent_id curated rank #> ASV666    371     28      ASV8  merged  267 #> ASV989    177     25     ASV38  merged  398 #> ASV209   2150     24      ASV8  merged   97 #> ASV474    612     20     ASV94  merged  189 #> ASV348   1005     19      ASV8  merged  149 #> ASV831    248     18     ASV18  merged  335 #> ASV493    581     17      ASV8  merged  197 #> ASV853    236     16     ASV38  merged  346 #> ASV466    642     12     ASV38  merged  188 #> ASV576    467     12      ASV2  merged  228 #> ASV963    191     11    ASV172  merged  386 #> ASV1082   150     11      ASV2  merged  438 #> ASV1337    96     11     ASV38  merged  527 #> ASV541    501     10      ASV2  merged  213 #> ASV962    191     10      ASV2  merged  387 #> ASV1027   165     10      ASV2  merged  417 #> ASV1078   152     10     ASV19  merged  437 #> ASV1268   106     10    ASV139  merged  499 #> ASV333   1058      9     ASV19  merged  143 #> ASV981    180      9    ASV172  merged  394 #> ASV1247   110      9      ASV2  merged  492 #> ASV1261   107      9    ASV346  merged  495 #> ASV534    512      8     ASV89  merged  210 #> ASV975    181      8     ASV38  merged  392 #> ASV1276   105      8     ASV52  merged  503 #> ASV776    280      7     ASV69  merged  315 #> ASV814    254      7    ASV145  merged  331 #> ASV1467    75      7     ASV19  merged  574 #> ASV594    442      6     ASV19  merged  238 #> ASV624    411      6     ASV12  merged  250 #> ASV858    234      6     ASV19  merged  350 #> ASV986    178      6     ASV19  merged  396 #> ASV1066   156      6    ASV113  merged  431 #> ASV1101   144      6     ASV89  merged  443 #> ASV415    759      5    ASV113  merged  172 #> ASV736    306      5     ASV19  merged  295 #> ASV764    292      5     ASV81  merged  309 #> ASV941    199      5     ASV33  merged  378 #> ASV1010   169      5     ASV19  merged  408 #> ASV1131   137      5     ASV19  merged  453 #> ASV1376    90      5     ASV28  merged  536 #> ASV1381    89      5    ASV137  merged  540 #> ASV1625    44      5     ASV33  merged  620 #> ASV294   1295      4     ASV29  merged  130 #> ASV364    914      4     ASV58  merged  156 #> ASV476    608      4    ASV388  merged  190 #> ASV660    379      4    ASV129  merged  265 #> ASV979    180      4     ASV19  merged  395 #> ASV1182   125      4     ASV26  merged  471 #> ASV1228   115      4     ASV87  merged  484 #> ASV1271   106      4     ASV19  merged  501 #> ASV1375    90      4     ASV28  merged  537 #> ASV1657    31      4    ASV129  merged  632 #> ASV99    5699      3     ASV53  merged   50 #> ASV375    875      3      ASV2  merged  160 #> ASV671    368      3    ASV459  merged  270 #> ASV836    248      3     ASV92  merged  338 #> ASV915    210      3     ASV43  merged  371 #> ASV959    193      3    ASV339  merged  384 #> ASV1262   107      3     ASV12  merged  496 #> ASV1387    87      3     ASV43  merged  543 #> ASV1542    62      3     ASV12  merged  591 #> ASV1663    29      3   ASV1022  merged  634 #> ASV68    8417      2     ASV25  merged   35 #> ASV77    7818      2     ASV25  merged   39 #> ASV491    584      2    ASV210  merged  196 #> ASV580    465      2     ASV64  merged  232 #> ASV700    341      2    ASV271  merged  281 #> ASV795    270      2     ASV81  merged  323 #> ASV998    174      2    ASV444  merged  403 #> ASV1024   167      2     ASV28  merged  415 #> ASV1169   129      2    ASV198  merged  465 #> ASV1305   101      2     ASV81  merged  517 #> ASV1401    85      2    ASV327  merged  546 #> ASV108   5137      1     ASV82  merged   55 #> ASV168   2877      1     ASV64  merged   78 #> ASV284   1372      1    ASV280  merged  125 #> ASV298   1278      1    ASV208  merged  132 #> ASV305   1235      1    ASV285  merged  133 #> ASV379    849      1    ASV249  merged  163 #> ASV557    484      1    ASV388  merged  220 #> ASV636    404      1      ASV8  merged  255 #> ASV651    392      1    ASV152  merged  260 #> ASV689    350      1    ASV388  merged  276 #> ASV833    248      1    ASV221  merged  340 #> ASV835    248      1    ASV357  merged  341 #> ASV851    239      1     ASV82  merged  345 #> ASV856    236      1     ASV82  merged  348 #> ASV868    233      1    ASV129  merged  353 #> ASV1055   159      1    ASV667  merged  427 #> ASV1092   146      1    ASV251  merged  441 #> ASV1117   140      1     ASV43  merged  448 #> ASV1178   127      1     ASV38  merged  468 #> ASV1291   103      1    ASV653  merged  509 #> ASV1448    78      1    ASV327  merged  563 #> ASV1451    77      1    ASV475  merged  567 #> ASV1453    77      1    ASV816  merged  568 #> ASV1470    75      1    ASV895  merged  576 #> ASV1471    75      1    ASV895  merged  577 #> ASV1563    58      1    ASV895  merged  603 #> ASV1627    43      1   ASV1270  merged  621 #> ASV1665    29      1     ASV29  merged  635 #>  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_groups.html","id":null,"dir":"Reference","previous_headings":"","what":"Merge groups of elements within a vector by a function — merge_groups","title":"Merge groups of elements within a vector by a function — merge_groups","text":"Internal function used merge_samples2() merge variables. Note, owing use split(), merged elements new vector reordered according group.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_groups.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Merge groups of elements within a vector by a function — merge_groups","text":"","code":"merge_groups(x, group, f = unique_or_na)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_groups.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Merge groups of elements within a vector by a function — merge_groups","text":"x vector whose elements merged. group vector .factor(group) defines grouping. f function , applied subvector x, returns single value. Can also formula interpretted purrr::as_mapper().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_groups.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Merge groups of elements within a vector by a function — merge_groups","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":null,"dir":"Reference","previous_headings":"","what":"Merge Krona files using KronaTools. — merge_krona","title":"Merge Krona files using KronaTools. — merge_krona","text":"Need installation kronatools computer (installation instruction). Function merge_krona allows merging multiple html files one interactive krona file Note need use name args krona() function merge_krona() order give good name krona pie output.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Merge Krona files using KronaTools. — merge_krona","text":"","code":"merge_krona(files = NULL, output = \"mergeKrona.html\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Merge Krona files using KronaTools. — merge_krona","text":"files (required) path html files merged output path output file","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Merge Krona files using KronaTools. — merge_krona","text":"html file","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Merge Krona files using KronaTools. — merge_krona","text":"function mainly wrapper work others. Please cite Krona use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Merge Krona files using KronaTools. — merge_krona","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_krona.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Merge Krona files using KronaTools. — merge_krona","text":"","code":"if (FALSE) { data(\"GlobalPatterns\", package = \"phyloseq\") GA <- subset_taxa(GlobalPatterns, Phylum == \"Acidobacteria\") krona(GA, \"Number.of.sequences.html\", name = \"Nb_seq_GP_acidobacteria\") krona(GA, \"Number.of.ASVs.html\", nb_seq = FALSE, name = \"Nb_asv_GP_acidobacteria\") merge_krona(c(\"Number.of.sequences.html\", \"Number.of.ASVs.html\"), \"mergeKrona.html\") unlink(c(\"Number.of.sequences.html\", \"Number.of.ASVs.html\", \"mergeKrona.html\")) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":null,"dir":"Reference","previous_headings":"","what":"Merge samples by a sample variable or factor — merge_samples2","title":"Merge samples by a sample variable or factor — merge_samples2","text":"Firstly release speedyseq R package Michael R. McLaren. function provides alternative phyloseq::merge_samples() better handles sample variables different types, especially categorical sample variables. combines samples x defined sample variable factor group summing abundances otu_table(x) combines sample variables summary functions funs. default summary function, unique_or_na(), collapses values within group single unique value exists otherwise returns NA. new (merged) samples named values group.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Merge samples by a sample variable or factor — merge_samples2","text":"","code":"merge_samples2(x, group, fun_otu = sum, funs = list(), reorder = FALSE)  # S4 method for phyloseq merge_samples2(x, group, fun_otu = sum, funs = list(), reorder = FALSE)  # S4 method for otu_table merge_samples2(x, group, fun_otu = sum, reorder = FALSE)  # S4 method for sample_data merge_samples2(x, group, funs = list(), reorder = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Merge samples by a sample variable or factor — merge_samples2","text":"x phyloseq, otu_table, sample_data object group sample variable vector length nsamples(x) defining sample grouping. vector must supplied x otu_table fun_otu Function combining abundances otu_table; default sum. Can formula converted function purrr::as_mapper() funs Named list merge functions sample variables; default unique_or_na reorder Logical specifying whether reorder new (merged) samples name","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Merge samples by a sample variable or factor — merge_samples2","text":"new phyloseq-class, otu_table sam_data object depending class x param","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Merge samples by a sample variable or factor — merge_samples2","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X) modified Adrien Taudiere","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_samples2.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Merge samples by a sample variable or factor — merge_samples2","text":"","code":"data(enterotype)  # Merge samples with the same project and clinical status ps <- enterotype sample_data(ps) <- sample_data(ps) %>%   transform(Project.ClinicalStatus = Project:ClinicalStatus) sample_data(ps) %>% head() #>           Enterotype Sample_ID SeqTech  SampleID     Project Nationality Gender #> AM.AD.1         <NA>   AM.AD.1  Sanger   AM.AD.1      gill06    american      F #> AM.AD.2         <NA>   AM.AD.2  Sanger   AM.AD.2      gill06    american      M #> AM.F10.T1       <NA> AM.F10.T1  Sanger AM.F10.T1 turnbaugh09    american      F #> AM.F10.T2          3 AM.F10.T2  Sanger AM.F10.T2 turnbaugh09    american      F #> DA.AD.1            2   DA.AD.1  Sanger   DA.AD.1     MetaHIT      danish      F #> DA.AD.1T        <NA>  DA.AD.1T  Sanger      <NA>        <NA>        <NA>   <NA> #>           Age ClinicalStatus Project.ClinicalStatus #> AM.AD.1    28        healthy         gill06:healthy #> AM.AD.2    37        healthy         gill06:healthy #> AM.F10.T1  NA          obese      turnbaugh09:obese #> AM.F10.T2  NA          obese      turnbaugh09:obese #> DA.AD.1    59        healthy        MetaHIT:healthy #> DA.AD.1T   NA           <NA>                   <NA> ps0 <- merge_samples2(ps, \"Project.ClinicalStatus\",   fun_otu = mean,   funs = list(Age = mean) ) #> Warning: `group` has missing values; corresponding samples will be dropped sample_data(ps0) %>% head() #>                     Enterotype Sample_ID SeqTech SampleID     Project #> gill06:healthy            <NA>      <NA>  Sanger     <NA>      gill06 #> kurokawa07:healthy        <NA>      <NA>  Sanger     <NA>  kurokawa07 #> kurokawa07 :healthy       <NA>      <NA>  Sanger     <NA> kurokawa07  #> MetaHIT:CD                   1   ES.AD.1  Sanger  ES.AD.1     MetaHIT #> MetaHIT:healthy           <NA>      <NA>  Sanger     <NA>     MetaHIT #> MetaHIT:obese             <NA>      <NA>  Sanger     <NA>     MetaHIT #>                     Nationality Gender      Age ClinicalStatus #> gill06:healthy         american   <NA> 32.50000        healthy #> kurokawa07:healthy     japanese      M 15.12500        healthy #> kurokawa07 :healthy    japanese   <NA> 19.17364        healthy #> MetaHIT:CD              spanish      F 25.00000             CD #> MetaHIT:healthy            <NA>   <NA> 50.00000        healthy #> MetaHIT:obese            danish   <NA> 54.00000          obese #>                     Project.ClinicalStatus #> gill06:healthy              gill06:healthy #> kurokawa07:healthy      kurokawa07:healthy #> kurokawa07 :healthy    kurokawa07 :healthy #> MetaHIT:CD                      MetaHIT:CD #> MetaHIT:healthy            MetaHIT:healthy #> MetaHIT:obese                MetaHIT:obese"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":null,"dir":"Reference","previous_headings":"","what":"Merge taxa in groups (vectorized version) — merge_taxa_vec","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"Firstly release speedyseq R package Michael R. McLaren. Merge taxa x smaller set taxa defined vector group. Taxa whose value group NA dropped. New taxa named according abundant taxon group (phyloseq otu_table objects) first taxon group (phyloseq component objects). x phyloseq object phylogenetic tree, new taxa ordered tree. Otherwise, taxa order can controlled reorder argument, behaves like reorder argument base::rowsum(). reorder = FALSE keep taxa original order determined member group first appears taxa_names(x); reorder = TRUE order new taxa according corresponding value group. tax_adjust argument controls handling taxonomic disagreements within groups. Setting tax_adjust == 0 causes adjustment; taxonomy new group set archetype taxon (see ). Otherwise, disagreements within group given rank cause values lower ranks set NA. tax_adjust == 1 (default), rank taxa group already NA counted disagreement, lower ranks may kept taxa agree. corresponds original phyloseq behavior. tax_adjust == 2, NAs treated disagreement; ranks set NA first disagreement NA.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"","code":"merge_taxa_vec(x, group, reorder = FALSE, tax_adjust = 1L)  # S4 method for phyloseq merge_taxa_vec(x, group, reorder = FALSE, tax_adjust = 1L)  # S4 method for otu_table merge_taxa_vec(x, group, reorder = FALSE)  # S4 method for taxonomyTable merge_taxa_vec(x, group, reorder = FALSE, tax_adjust = 1L)  # S4 method for phylo merge_taxa_vec(x, group)  # S4 method for XStringSet merge_taxa_vec(x, group, reorder = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"x phyloseq object component object group vector one element taxon physeq defines new groups. see base::rowsum(). reorder Logical specifying whether reorder taxa group values. Ignored x () phylogenetic tree. tax_adjust 0: adjustment; 1: phyloseq-compatible adjustment; 2: conservative adjustment","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"new phyloseq-class, otu_table, tax_table, XStringset sam_data object depending class x param","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Merge taxa in groups (vectorized version) — merge_taxa_vec","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X) modified Adrien Taudiere","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec_pseudo.html","id":null,"dir":"Reference","previous_headings":"","what":"Pseudo-merge taxa in groups — merge_taxa_vec_pseudo","title":"Pseudo-merge taxa in groups — merge_taxa_vec_pseudo","text":"Returns x pruned first taxon group defined group.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec_pseudo.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Pseudo-merge taxa in groups — merge_taxa_vec_pseudo","text":"","code":"merge_taxa_vec_pseudo(x, group, reorder = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/merge_taxa_vec_pseudo.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Pseudo-merge taxa in groups — merge_taxa_vec_pseudo","text":"x phyloseq component-class object group vector one element taxon x defines new groups","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"allow plot possible biplot_pq() combination using one factor.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"","code":"multi_biplot_pq(physeq, split_by = NULL, pairs = NULL, na_remove = TRUE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. split_by (required pairs NULL) name factor make combination couples values pairs (required pairs NULL) name factor physeq@sam_data` slot make plot pairs samples. level must present two times. Note set pairs, also must set fact arguments pass biplot_pq(). na_remove (logical, default TRUE) TRUE remove samples NA split_by variable physeq@sam_data slot ... parameters passed biplot_pq()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"list ggplot object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multi_biplot_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Visualization of a collection of couples of samples for comparison — multi_biplot_pq","text":"","code":"# \\donttest{ data_fungi_abun <- subset_taxa_pq(data_fungi, taxa_sums(data_fungi) > 10000) #> Cleaning suppress 0 taxa (  ) and 15 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1385 #> Number of kept ASV 35 #> Number of kept samples 170 p <- multi_biplot_pq(data_fungi_abun, \"Height\") #> 54 were discarded due to NA in variables present in formula. #> Cleaning suppress 0 taxa and 0 samples. #> Scale for y is already present. #> Adding another scale for y, which will replace the existing scale. lapply(p, print) #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_rect()`).  #> $`High - Low` #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_rect()`).  #>  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Test and plot multipatt result — multipatt_pq","title":"Test and plot multipatt result — multipatt_pq","text":"wrapper indicspecies::multipatt() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test and plot multipatt result — multipatt_pq","text":"","code":"multipatt_pq(   physeq,   fact,   p_adjust_method = \"BH\",   pval = 0.05,   control = permute::how(nperm = 999),   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test and plot multipatt result — multipatt_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines p_adjust_method (chr, default \"BH\"): method used adjust p-value pval (int, default 0.05): value determine significance LCBD control see ?indicspecies::multipatt() ... Others arguments passed indicspecies::multipatt() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test and plot multipatt result — multipatt_pq","text":"ggplot2 object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Test and plot multipatt result — multipatt_pq","text":"function mainly wrapper work others. Please make reference indicspecies::multipatt() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test and plot multipatt result — multipatt_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multipatt_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test and plot multipatt result — multipatt_pq","text":"","code":"if (requireNamespace(\"indicspecies\")) {   data(data_fungi)   data_fungi_ab <- subset_taxa_pq(data_fungi, taxa_sums(data_fungi) > 10000)   multipatt_pq(subset_samples(data_fungi_ab, !is.na(Time)), fact = \"Time\") } #> Cleaning suppress 0 taxa (  ) and 15 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1385 #> Number of kept ASV 35 #> Number of kept samples 170 #> Taxa are now in columns.  # \\donttest{ if (requireNamespace(\"indicspecies\")) {   multipatt_pq(subset_samples(data_fungi_ab, !is.na(Time)),     fact = \"Time\",     max.order = 1, control = permute::how(nperm = 99)   ) } #> Taxa are now in columns.  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multiplot.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Multiple plot function — multiplot","text":"","code":"multiplot(..., plotlist = NULL, cols = 1, layout = NULL)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multiplot.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Multiple plot function — multiplot","text":"... list ggplot objects plotlist list ggplot objects cols number columns layout matrix specifying layout. present, 'cols' ignored.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multiplot.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Multiple plot function — multiplot","text":"Nothing. Print list ggplot objects","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"Note lvl3 need nested lvl2 need nested lvl1","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"","code":"multitax_bar_pq(   physeq,   lvl1,   lvl2,   lvl3,   fact = NULL,   nb_seq = TRUE,   log10trans = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. lvl1 (required) Name first (higher) taxonomic rank interest lvl2 (required) Name second (middle) taxonomic rank interest lvl3 (required) Name first (lower) taxonomic rank interest fact Name factor cluster samples modalities. Need physeq@sam_data. set, taxonomic distribution plot samples together. nb_seq (logical; default TRUE) set FALSE, number ASV count. Concretely, physeq otu_table transformed binary otu_table (value different zero set one) log10trans (logical, default TRUE) TRUE, number sequences (ASV nb_seq = FALSE) log10 transformed.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"ggplot2 graphic","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/multitax_bar_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot taxonomic distribution across 3 taxonomic levels and optionally\none sample factor — multitax_bar_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"ggh4x\")) {   multitax_bar_pq(data_fungi_sp_known, \"Phylum\", \"Class\", \"Order\", \"Time\")   multitax_bar_pq(data_fungi_sp_known, \"Phylum\", \"Class\", \"Order\")   multitax_bar_pq(data_fungi_sp_known, \"Phylum\", \"Class\", \"Order\",     nb_seq = FALSE, log10trans = FALSE   ) } #> Loading required namespace: ggh4x  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"MUMU reclustering of class physeq — mumu_pq","title":"MUMU reclustering of class physeq — mumu_pq","text":"See https://www.nature.com/articles/s41467-017-01312-x information original method LULU. wrapper mumu C++ re-implementation LULU Frédéric Mahé","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"MUMU reclustering of class physeq — mumu_pq","text":"","code":"mumu_pq(   physeq,   nproc = 1,   id = 0.84,   vsearchpath = \"vsearch\",   mumupath = \"mumu\",   verbose = FALSE,   clean_pq = TRUE,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"MUMU reclustering of class physeq — mumu_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. nproc (default 1) Set number cpus/processors use clustering id (default: 0.84) id --usearch_global. vsearchpath (default: vsearch) path vsearch. mumupath path mumu. See mumu installation instruction verbose (logical) true, print additional messages. clean_pq (logical) true, empty samples empty ASV discarded clustering. keep_temporary_files (logical, default: FALSE) keep temporary files","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"MUMU reclustering of class physeq — mumu_pq","text":"list object \"new_physeq\": new phyloseq object (class physeq) \"mumu_results\": log file mumu software. Run man mumu bash obtain details columns' signification.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"MUMU reclustering of class physeq — mumu_pq","text":"function mainly wrapper work others. Please cite mumu lulu use function work.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"MUMU reclustering of class physeq — mumu_pq","text":"MUMU: https://github.com/frederic-mahe/mumu VSEARCH can downloaded https://github.com/torognes/vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"MUMU reclustering of class physeq — mumu_pq","text":"Frédéric Mahé & Adrien Taudière adrien.taudiere@zaclys.net","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/mumu_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"MUMU reclustering of class physeq — mumu_pq","text":"","code":"if (FALSE) { mumu_pq(data_fungi_sp_known) }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Normalize OTU table using samples depth — normalize_prop_pq","title":"Normalize OTU table using samples depth — normalize_prop_pq","text":"function implement method proposed McKnight et al. 2018 (doi:10.5061/dryad.tn8qs35 )","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Normalize OTU table using samples depth — normalize_prop_pq","text":"","code":"normalize_prop_pq(physeq, base_log = 2, constante = 10000, digits = 4)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Normalize OTU table using samples depth — normalize_prop_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. base_log (integer, default 2) base log-transformation. set NULL NA, log-transformation compute normalization. constante constante multiply otu_table values digits (default = 2) integer indicating number decimal places used (see ?round information)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Normalize OTU table using samples depth — normalize_prop_pq","text":"new phyloseq-class object otu_table count normalize log transformed (base_log integer)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Normalize OTU table using samples depth — normalize_prop_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/normalize_prop_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Normalize OTU table using samples depth — normalize_prop_pq","text":"","code":"taxa_sums(data_fungi_mini) #>   ASV7   ASV8  ASV12  ASV18  ASV25  ASV26  ASV27  ASV29  ASV32  ASV34  ASV35  #>  47410  46857  38237  27368  21522  20660  20584  19661  16933  15804  15298  #>  ASV41  ASV42  ASV46  ASV47  ASV48  ASV49  ASV50  ASV53  ASV54  ASV58  ASV59  #>  12922  12270  11053  10878  10784  10215  10178  10038   9895   9172   9045  #>  ASV61  ASV62  ASV63  ASV64  ASV67  ASV68  ASV71  ASV72  ASV75  ASV77  ASV82  #>   8935   8922   8872   8849   8521   8417   8171   8167   7842   7818   7356  #>  ASV83  ASV85  ASV91  ASV93  ASV94  ASV99 ASV100 ASV101 ASV104 ASV105 ASV107  #>   7328   7145   6319   5886   5842   5699   5675   5649   5566   5467   5158  #> ASV108  #>   5137  data_f_norm <- normalize_prop_pq(data_fungi_mini) taxa_sums(data_f_norm) #>     ASV7     ASV8    ASV12    ASV18    ASV25    ASV26    ASV27    ASV29  #> 414.6046 644.1998 249.0031 259.4578 114.5518 118.3969  39.8368 103.1480  #>    ASV32    ASV34    ASV35    ASV41    ASV42    ASV46    ASV47    ASV48  #>  82.3404 372.7509  80.0378  78.9897  83.1868  93.3887  32.1618  25.6481  #>    ASV49    ASV50    ASV53    ASV54    ASV58    ASV59    ASV61    ASV62  #>  45.3490  23.2659  40.4996  13.2874  63.4629  51.1092  39.3335  61.9517  #>    ASV63    ASV64    ASV67    ASV68    ASV71    ASV72    ASV75    ASV77  #>  20.9074  30.8507  48.5672  12.9911 380.9520  53.6068  30.4545  15.5597  #>    ASV82    ASV83    ASV85    ASV91    ASV93    ASV94    ASV99   ASV100  #>  22.2811 177.5237  68.8903  71.8991  15.5826 234.0406  33.1109  19.7700  #>   ASV101   ASV104   ASV105   ASV107   ASV108  #>  43.5813  49.3524  27.2813 100.0606  11.9978  ggplot(data.frame(   \"norm\" = scale(taxa_sums(data_f_norm)),   \"raw\" = scale(taxa_sums(data_fungi_mini)),   \"name_otu\" = taxa_names(data_f_norm) )) +   geom_point(aes(x = raw, y = norm))   data_f_norm <- normalize_prop_pq(data_fungi_mini, base_log = NULL)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/perc.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert a value (or a fraction x/y) in percentage — perc","text":"","code":"perc(x, y = NULL, accuracy = 0, add_symbol = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/perc.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert a value (or a fraction x/y) in percentage — perc","text":"x (required): value y y set, compute division x y accuracy number digits (number digits zero) add_symbol set TRUE add % symbol value","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/perc.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Convert a value (or a fraction x/y) in percentage — perc","text":"percentage value (number character add_symbol set TRUE)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/perc.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Convert a value (or a fraction x/y) in percentage — perc","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/phyloseq_to_edgeR.html","id":null,"dir":"Reference","previous_headings":"","what":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","title":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","text":"Convert phyloseq OTU count data DGEList edgeR package","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/phyloseq_to_edgeR.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","text":"","code":"phyloseq_to_edgeR(physeq, group, method = \"RLE\", ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/phyloseq_to_edgeR.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","text":"physeq (required): phyloseq-class object obtained using phyloseq package. group (required) character vector factor giving experimental group/condition sample/library. Alternatively, may provide name sample variable. name among output sample_variables(physeq), case get_variable(physeq, group) return either character vector factor. passed DGEList, may find details examples documentation. method label edgeR-implemented normalization use. See calcNormFactors supported options details. default option \"RLE\", scaling factor method proposed Anders Huber (2010). time writing, edgeR package supported following options method argument: c(\"TMM\", \"RLE\", \"upperquartile\", \"none\"). ... Additional arguments passed DGEList","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/phyloseq_to_edgeR.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Convert phyloseq OTU count data into DGEList for edgeR package — phyloseq_to_edgeR","text":"DGEList object. See edgeR::estimateTagwiseDisp() details.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":null,"dir":"Reference","previous_headings":"","what":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"Internally used vsearch_clustering(), swarm_clustering() asv2otu().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"","code":"physeq_or_string_to_dna(physeq = NULL, dna_seq = NULL)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"physeq (required): phyloseq-class object obtained using phyloseq package. dna_seq may directly use character vector DNA sequences place physeq args. physeq set, dna sequences take value physeq@refseq","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"object class DNAStringSet (see Biostrings::DNAStringSet() function)","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/physeq_or_string_to_dna.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Return a DNAStringSet object from either a character vector of DNA sequences\nor the refseq slot of a phyloseq-class object — physeq_or_string_to_dna","text":"","code":"dna <- physeq_or_string_to_dna(data_fungi) dna #> DNAStringSet object of length 1420: #>        width seq                                            names                #>    [1]   312 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV2 #>    [2]   301 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV6 #>    [3]   349 AAATGCGATAAGTAATGTGAAT...TGGGACTACCCGCTGAACTTA ASV7 #>    [4]   357 AAATGCGATAAGTAATGTGAAT...TGGGACTACCCGCTGAACTTA ASV8 #>    [5]   300 AAATGCGATAAGTAATGTGAAT...TAGGAATACCCGCTGAACTTA ASV10 #>    ...   ... ... #> [1416]   339 AATCGCGATATGTAGTGTGATC...GGGATTACCCGCTGAACTTAA ASV1712 #> [1417]   356 GAAACGCGATATGTAATCGTGC...TAGGACTACCCGCTGAACTTA ASV1714 #> [1418]   420 AACTGCGAAACGTCATGTGACC...TAAGGATACCCGCTGAACTTA ASV1716 #> [1419]   337 GAAGTGCGATAAGCAATGCGAA...CAGGATCACCCGCTGAACTTA ASV1719 #> [1420]   260 AAACGCGAAAAGTGTTATGATG...AAGATCACCCGCTGAACTTAA ASV1726  sequences_ex <- c(   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTAATAACGAATTCATTGAATCA\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAAGGCCCACTT\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAGAGGTG\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACC\",   \"CGGGATTTGATGGCGAATTACCTGGTATTTTAGCCCACTTACCCGGTACCATGAGGTG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACCTGG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\" ) dna2 <- physeq_or_string_to_dna(dna_seq = sequences_ex) dna2 #> DNAStringSet object of length 9: #>     width seq #> [1]    73 TACCTATGTTGCCTTGGCGGCTAAACCTACCCGG...ATGGGGCGAATTAATAACGAATTCATTGAATCA #> [2]    70 TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAAGGCCCACTT #> [3]    66 TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAGAGGTG #> [4]    31 TACCTATGTTGCCTTGGCGGCTAAACCTACC #> [5]    58 CGGGATTTGATGGCGAATTACCTGGTATTTTAGCCCACTTACCCGGTACCATGAGGTG #> [6]    40 GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACCTGG #> [7]    40 GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG #> [8]    40 GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG #> [9]    40 GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"wrapper adespatial::beta.div() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"","code":"plot_LCBD_pq(   physeq,   p_adjust_method = \"BH\",   pval = 0.05,   sam_variables = NULL,   only_plot_significant = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. p_adjust_method (chr, default \"BH\"): method used adjust p-value pval (int, default 0.05): value determine significance LCBD sam_variables vector variables names present sam_data slot plot alongside LCBD value only_plot_significant (logical, default TRUE) plot LCBD values significant ones ... Others arguments passed adespatial::beta.div() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"ggplot2 object build package patchwork","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"function mainly wrapper work others. Please make reference vegan::beta.div() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_LCBD_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot and test local contributions to beta diversity (LCBD) of samples — plot_LCBD_pq","text":"","code":"data(data_fungi) if (requireNamespace(\"adespatial\")) {   plot_LCBD_pq(data_fungi_mini,     nperm = 100, only_plot_significant = FALSE,     pval = 0.2   ) } #> Taxa are now in columns.  # \\donttest{ if (requireNamespace(\"adespatial\")) {   plot_LCBD_pq(data_fungi_mini,     nperm = 100, only_plot_significant = TRUE,     pval = 0.2   )   if (requireNamespace(\"patchwork\")) {     plot_LCBD_pq(data_fungi_mini,       nperm = 100, only_plot_significant = FALSE,       sam_variables = c(\"Time\", \"Height\")     )     plot_LCBD_pq(data_fungi_mini,       nperm = 100, only_plot_significant = TRUE, pval = 0.2,       sam_variables = c(\"Time\", \"Height\", \"Tree_name\")     ) &       theme(         legend.key.size = unit(0.4, \"cm\"),         legend.text = element_text(size = 10),         axis.title.x = element_text(size = 6)       )   } } #> Taxa are now in columns. #> Taxa are now in columns. #> Taxa are now in columns.  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"wrapper adespatial::beta.div() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"","code":"plot_SCBD_pq(   physeq,   tax_level = \"ASV\",   tax_col = \"Order\",   min_SCBD = 0.01,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. tax_level Taxonomic level used y axis tax_col Taxonomic level colored points min_SCBD (default 0.01) minimum SCBD value plot taxa ... Others arguments passed adespatial::beta.div() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"ggplot2 object build package patchwork","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"function mainly wrapper work others. Please make reference vegan::beta.div() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_SCBD_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot species contributions to beta diversity (SCBD) of samples — plot_SCBD_pq","text":"","code":"data(data_fungi) if (requireNamespace(\"adespatial\")) {   plot_SCBD_pq(data_fungi) +     geom_text(aes(label = paste(Genus, Species)), hjust = 1, vjust = 2) +     xlim(c(0, NA)) }  # \\donttest{ if (requireNamespace(\"adespatial\")) {   plot_SCBD_pq(data_fungi, tax_level = \"Class\", tax_col = \"Phylum\", min_SCBD = 0) +     geom_jitter() }  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"","code":"plot_ancombc_pq(   physeq,   ancombc_res,   filter_passed = TRUE,   filter_diff = TRUE,   min_abs_lfc = 0,   tax_col = \"Genus\",   tax_label = \"Species\",   add_marginal_vioplot = TRUE,   add_label = TRUE,   add_hline_cut_lfc = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. ancombc_res (required) result ancombc_pq function moment bimodal factors possible. filter_passed (logical, default TRUE) filter using column passed_ss? passed_ss value  TRUE taxon passed sensitivity analysis, .e., adding different pseudo-counts 0s change results. filter_diff (logical, default TRUE) filter using column diff? diff value TRUE taxon significant (q less alpha) min_abs_lfc (integer, default 0) Minimum absolute value filter results based Log Fold Change. ex. value 1 filter taxa abundance given level modality least double abundance level. tax_col taxonomic level (must present tax_table slot) color points tax_label taxonomic level (must present tax_table slot) add label add_marginal_vioplot (logical, default TRUE) add marginal vioplot representing taxa lfc ancombc_res. add_label (logical, default TRUE) add label? add_hline_cut_lfc (logical, default NULL) add two horizontal lines min_abs_lfc set (different zero)?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"ggplot2 object. add_marginal_vioplot TRUE, patchworks plot made using patchwork::plot_layout().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"function mainly wrapper work others. Please make reference ANCOMBC::ancombc2() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_ancombc_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot ANCOMBC2 result for phyloseq object — plot_ancombc_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"mia\")) {   data_fungi_mini@tax_table <- phyloseq::tax_table(cbind(     data_fungi_mini@tax_table,     \"taxon\" = taxa_names(data_fungi_mini)   ))    res_time <- ancombc_pq(     data_fungi_mini,     fact = \"Time\",     levels_fact = c(\"0\", \"15\"),     tax_level = \"taxon\",     verbose = TRUE   )    plot_ancombc_pq(data_fungi_mini, res_time,     filter_passed = FALSE,     tax_label = \"Genus\", tax_col = \"Order\"   )   plot_ancombc_pq(data_fungi_mini, res_time, tax_col = \"Genus\")   plot_ancombc_pq(data_fungi_mini, res_time,     filter_passed = FALSE,     filter_diff = FALSE, tax_col = \"Family\", add_label = FALSE   ) } #> Warning: The group variable has < 3 categories  #> The multi-group comparisons (global/pairwise/dunnet/trend) will be deactivated #> Warning: The number of taxa used for estimating sample-specific biases is: 9 #> A large number of taxa (>50) is required for the consistent estimation of biases #> Obtaining initial estimates ... #> Estimating sample-specific biases ... #> Warning: Estimation of sampling fractions failed for the following samples: #> BT-006-M_S55_MERGED.fastq.gz, C21-NV1-B_S62_MERGED.fastq.gz, CB8-019-H_S70_MERGED.fastq.gz, DY5-004-B_S96_MERGED.fastq.gz, DY5-004-H_S97_MERGED.fastq.gz, J18-004-M_S116_MERGED.fastq.gz, W26-001-B_S165_MERGED.fastq.gz, X24-009-B_S170_MERGED.fastq.gz #> These samples may have an excessive number of zero values #> Sensitivity analysis for pseudo-count addition to 0s: ... #> ANCOM-BC2 primary results ...  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"","code":"plot_deseq2_pq(   data,   contrast = NULL,   tax_table = NULL,   pval = 0.05,   taxolev = \"Genus\",   select_taxa = NULL,   color_tax = \"Phylum\",   tax_depth = NULL,   verbose = TRUE,   jitter_width = 0.1,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"data (required) phyloseq-class DESeqDataSet-class object. contrast (required) contrast specifies comparison extract object build results table. See results man page details. tax_table Required data DESeqDataSet-class object. taxonomic table used find taxa color_taxa arguments. data phyloseq-class object, data@tax_table used. pval (default: 0.05) significance cutoff used optimizing independent filtering. adjusted p-value cutoff (FDR) value 0.05, pval set value. taxolev taxonomic level interest select_taxa Either name taxa (form DESeq2::results()) logical vector (length results DESeq2::results()) select taxa plot. color_tax taxonomic level used color color vector. tax_depth Taxonomic depth test differential distribution among contrast. Null analysis done OTU (.e. Species) level. Null, data need column name tax_table slot phyloseq-class object. verbose whether function print information computation jitter_width width jitter positioning ... Additional arguments passed DESeq ggplot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"ggplot2 plot representing DESeq2 results","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"Please cite DESeq2 package use chis function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_deseq2_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot DESeq2 results for a phyloseq or a DESeq2 object. — plot_deseq2_pq","text":"","code":"# \\donttest{  data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ GP <- subset_samples(GP, SampleType %in% c(\"Soil\", \"Skin\")) #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ if (requireNamespace(\"DESeq2\")) {   res <- DESeq2::DESeq(phyloseq_to_deseq2(GP, ~SampleType),     test = \"Wald\", fitType = \"local\"   )   plot_deseq2_pq(res, c(\"SampleType\", \"Soil\", \"Skin\"),     tax_table = GP@tax_table, color_tax = \"Kingdom\"   )   plot_deseq2_pq(res, c(\"SampleType\", \"Soil\", \"Skin\"),     tax_table = GP@tax_table, color_tax = \"Kingdom\",     pval = 0.7   )   plot_deseq2_pq(res, c(\"SampleType\", \"Soil\", \"Skin\"),     tax_table = GP@tax_table, color_tax = \"Class\",     select_taxa = c(\"522457\", \"271582\")   ) } #> Loading required namespace: DESeq2 #> converting counts to integer mode #> estimating size factors #> estimating dispersions #> gene-wise dispersion estimates #> mean-dispersion relationship #> final dispersion estimates #> fitting model and testing #> None taxa present significant distribution pattern through #>               contrast. #> [1] \"None taxa present significant distribution pattern through\\n             contrast.\" # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"","code":"plot_edgeR_pq(   physeq,   contrast = NULL,   pval = 0.05,   taxolev = \"Genus\",   color_tax = \"Phylum\",   verbose = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. contrast (required):argument specifies comparison extract object build results table. See results man page details. pval (default: 0.05): significance cutoff used optimizing independent filtering. adjusted p-value cutoff (FDR) value 0.05, pval set value. taxolev taxonomic level interest color_tax taxonomic level used color assignation verbose (logical): whether function print information computation ... Additional arguments passed exactTest ggplot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"ggplot2 plot representing edgeR results","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_edgeR_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot edgeR results for a phyloseq or a edgeR object. — plot_edgeR_pq","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GP_archae <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ # \\donttest{ if (requireNamespace(\"edgeR\")) {   plot_edgeR_pq(GP_archae, c(\"SampleType\", \"Soil\", \"Feces\"),     color_tax = \"Kingdom\"   )    plot_edgeR_pq(GP_archae, c(\"SampleType\", \"Soil\", \"Feces\"),     taxolev = \"Class\", color_tax = \"Kingdom\"   ) } #> Conversion to edgeR format #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Perform edgeR binary test #> Conversion to edgeR format #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Perform edgeR binary test  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"","code":"plot_guild_pq(physeq, levels_order = NULL, clean_pq = TRUE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. levels_order (Default NULL) character vector reorder levels guild. See examples. clean_pq (logical, default TRUE): phyloseq object cleaned using clean_pq() function? ... params passed clean_pq() function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"ggplot2 object","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_guild_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot information about Guild from tax_table slot previously\ncreated with add_funguild_info() — plot_guild_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"httr\")) {   d_fung_mini <- add_funguild_info(data_fungi_mini,     taxLevels = c(       \"Domain\",       \"Phylum\",       \"Class\",       \"Order\",       \"Family\",       \"Genus\",       \"Species\"     )   )   sort(table(d_fung_mini@tax_table[, \"guild\"]), decreasing = TRUE)    p <- plot_guild_pq(d_fung_mini)   if (requireNamespace(\"patchwork\")) {     (plot_guild_pq(subset_samples(d_fung_mini, Height == \"Low\"),       levels_order = p$data$Guild[order(p$data$nb_seq)]     ) + theme(legend.position = \"none\")) +       (plot_guild_pq(subset_samples(d_fung_mini, Height == \"High\"),         levels_order = p$data$Guild[order(p$data$nb_seq)]       ) + ylab(\"\") + theme(axis.text.y = element_blank()))   } } #> Cleaning suppress 0 taxa and 0 samples. #> Cleaning suppress 11 taxa and 0 samples. #> Cleaning suppress 11 taxa and 0 samples.  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"","code":"plot_mt(mt = NULL, alpha = 0.05, color_tax = \"Class\", taxa = \"Species\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"mt (required) Result mt test function phyloseq::mt(). alpha (default: 0.05) Choose cut p-value plot taxa. color_tax (default: \"Class\") taxonomic level color points. taxa (default: \"Species\") taxonomic level choose x-positioning.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"ggplot2 plot result mt test","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_mt.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot the result of a mt test phyloseq::mt() — plot_mt","text":"","code":"# \\donttest{ # Filter samples that don't have Time data_fungi_mini2 <- subset_samples(data_fungi_mini, !is.na(Time)) res <- mt(data_fungi_mini2, \"Time\", method = \"fdr\", test = \"f\", B = 300) #> B=300 #> b=3\tb=6\tb=9\tb=12\tb=15\tb=18\tb=21\tb=24\tb=27\tb=30\t #> b=33\tb=36\tb=39\tb=42\tb=45\tb=48\tb=51\tb=54\tb=57\tb=60\t #> b=63\tb=66\tb=69\tb=72\tb=75\tb=78\tb=81\tb=84\tb=87\tb=90\t #> b=93\tb=96\tb=99\tb=102\tb=105\tb=108\tb=111\tb=114\tb=117\tb=120\t #> b=123\tb=126\tb=129\tb=132\tb=135\tb=138\tb=141\tb=144\tb=147\tb=150\t #> b=153\tb=156\tb=159\tb=162\tb=165\tb=168\tb=171\tb=174\tb=177\tb=180\t #> b=183\tb=186\tb=189\tb=192\tb=195\tb=198\tb=201\tb=204\tb=207\tb=210\t #> b=213\tb=216\tb=219\tb=222\tb=225\tb=228\tb=231\tb=234\tb=237\tb=240\t #> b=243\tb=246\tb=249\tb=252\tb=255\tb=258\tb=261\tb=264\tb=267\tb=270\t #> b=273\tb=276\tb=279\tb=282\tb=285\tb=288\tb=291\tb=294\tb=297\tb=300\t #> r=1\tr=2\tr=3\tr=4\tr=5\tr=6\tr=7\tr=8\tr=9\tr=10\t #> r=11\tr=12\tr=13\tr=14\tr=15\tr=16\tr=17\tr=18\tr=19\tr=20\t #> r=21\tr=22\tr=23\tr=24\tr=25\tr=26\tr=27\tr=28\tr=29\tr=30\t #> r=31\tr=32\tr=33\tr=34\tr=35\tr=36\tr=37\tr=38\tr=39\tr=40\t #> r=41\tr=42\tr=43\tr=44\tr=45\t plot_mt(res) #> Warning: invalid factor level, NA generated  plot_mt(res, taxa = \"Genus\", color_tax = \"Order\") #> Warning: invalid factor level, NA generated  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"alternative phyloseq::plot_bar() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"","code":"plot_tax_pq(   physeq,   fact = NULL,   merge_sample_by = NULL,   type = \"nb_seq\",   taxa_fill = \"Order\",   print_values = TRUE,   color_border = \"lightgrey\",   linewidth = 0.1,   prop_print_value = 0.01,   nb_print_value = NULL,   add_info = TRUE,   na_remove = TRUE,   clean_pq = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor cluster samples modalities. Need physeq@sam_data. merge_sample_by vector determine samples merge using merge_samples2() function. Need physeq@sam_data type \"nb_seq\" (default), number sequences used plot. \"nb_asv\", number ASV plotted. , return list two plots, one nbSeq one ASV. taxa_fill (default: 'Order'): Name taxonomic rank interest print_values (logical, default TRUE): print values plot? color_border color border linewidth line width geom_bar prop_print_value minimal proportion print value (default 0.01) nb_print_value number higher values print (replace prop_print_value set). add_info (logical, default TRUE) add title subtitle information total number sequences number samples per modality. na_remove (logical, default TRUE) TRUE remove samples NA split_by variable physeq@sam_data slot clean_pq (logical) set TRUE, empty samples discarded subsetting ASV","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"ggplot2 graphic","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tax_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot taxonomic distribution in function of a factor with stacked bar in % — plot_tax_pq","text":"","code":"data(data_fungi_sp_known) plot_tax_pq(data_fungi_sp_known,   \"Time\",   merge_sample_by = \"Time\",   taxa_fill = \"Class\" ) #> 23 were discarded due to NA in variables present in formula. #> Cleaning suppress 3 taxa and 1 samples.  # \\donttest{ plot_tax_pq(data_fungi_sp_known,   \"Height\",   merge_sample_by = \"Height\",   taxa_fill = \"Class\",   na_remove = TRUE,   color_border = rgb(0, 0, 0, 0) ) #> 54 were discarded due to NA in variables present in formula. #> Cleaning suppress 52 taxa and 1 samples.   plot_tax_pq(data_fungi_sp_known,   \"Height\",   merge_sample_by = \"Height\",   taxa_fill = \"Class\",   na_remove = FALSE,   clean_pq = FALSE ) #> Warning: `group` has missing values; corresponding samples will be dropped  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"","code":"plot_tsne_pq(   physeq,   method = \"bray\",   dims = 2,   theta = 0,   perplexity = 30,   fact = NA,   ellipse_level = 0.95,   plot_dims = c(1, 2),   na_remove = TRUE,   force_factor = TRUE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. method method calculate distance using vegan::vegdist() function (default: \"bray\") dims (Int) Output dimensionality (default: 2) theta (Numeric) Speed/accuracy trade-(increase less accuracy), set 0.0 exact TSNE (default: 0.0 see details man page Rtsne::Rtsne). perplexity (Numeric) Perplexity parameter (bigger 3 * perplexity < nrow(X) - 1, see details man page Rtsne::Rtsne) fact Name column physeq@sam_data used color points compute ellipses. ellipse_level level used stat_ellipse. Set NULL discard ellipse (default = 0.95) plot_dims vector 2 values defining rank dimension plot (default: c(1,2)) na_remove (logical, default TRUE) samples NA values fact removed? (default: true) force_factor (logical, default TRUE) Force fact column factor. ... arguments passed Rtsne::Rtsne()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"ggplot object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"Partially inspired phylosmith::tsne_phyloseq() function developed Schuyler D. Smith.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot a tsne low dimensional representation of a phyloseq object — plot_tsne_pq","text":"","code":"data(data_fungi) if (requireNamespace(\"Rtsne\")) {   plot_tsne_pq(data_fungi, fact = \"Height\", perplexity = 15) } #> Loading required namespace: Rtsne #> Taxa are now in rows.  # \\donttest{ if (requireNamespace(\"Rtsne\")) {   plot_tsne_pq(data_fungi, fact = \"Time\") + geom_label(aes(label = Sample_id, fill = Time))   plot_tsne_pq(data_fungi, fact = \"Time\", na_remove = FALSE, force_factor = FALSE) } #> Taxa are now in rows. #> Taxa are now in rows.  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_var_part_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot the partition the variation of a phyloseq object — plot_var_part_pq","text":"","code":"plot_var_part_pq(   res_varpart,   cutoff = 0,   digits = 1,   digits_quantile = 2,   fill_bg = c(\"seagreen3\", \"mediumpurple\", \"blue\", \"orange\"),   show_quantiles = FALSE,   filter_quantile_zero = TRUE,   show_dbrda_signif = FALSE,   show_dbrda_signif_pval = 0.05,   alpha = 63,   id.size = 1.2,   min_prop_pval_signif_dbrda = 0.95 )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_var_part_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot the partition the variation of a phyloseq object — plot_var_part_pq","text":"res_varpart (required) result functions var_par_pq() var_par_rarperm_pq() cutoff values cutoff displayed. digits number significant digits. digits_quantile number significant digits quantile. fill_bg Fill colours ellipses. show_quantiles quantiles printed ? filter_quantile_zero filter value quantile encompassing zero value? show_dbrda_signif dbrda significance component printed using *? show_dbrda_signif_pval (float, [0:1]) value dbrda considered significant. alpha (int, [0:255]) Transparency fill colour. id.size numerical value giving character expansion factor names circles ellipses. min_prop_pval_signif_dbrda (float, [0:1]) used using result var_par_rarperm_pq() function. * dbrda_signif add least min_prop_pval_signif_dbrda permutations show significance.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_var_part_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot the partition the variation of a phyloseq object — plot_var_part_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_var_part_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Plot the partition the variation of a phyloseq object — plot_var_part_pq","text":"function mainly wrapper work others. Please make reference vegan::varpart() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_var_part_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot the partition the variation of a phyloseq object — plot_var_part_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/plot_var_part_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot the partition the variation of a phyloseq object — plot_var_part_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"vegan\")) {   data_fungi_woNA <- subset_samples(data_fungi, !is.na(Time) & !is.na(Height))   res_var_9 <- var_par_rarperm_pq(     data_fungi_woNA,     list_component = list(       \"Time\" = c(\"Time\"),       \"Size\" = c(\"Height\", \"Diameter\")     ),     nperm = 9,     dbrda_computation = TRUE   )   res_var_2 <- var_par_rarperm_pq(     data_fungi_woNA,     list_component = list(       \"Time\" = c(\"Time\"),       \"Size\" = c(\"Height\", \"Diameter\")     ),     nperm = 2,     dbrda_computation = TRUE   )   res_var0 <- var_par_pq(data_fungi_woNA,     list_component = list(       \"Time\" = c(\"Time\"),       \"Size\" = c(\"Height\", \"Diameter\")     ),     dbrda_computation = TRUE   )   plot_var_part_pq(res_var0, digits_quantile = 2, show_dbrda_signif = TRUE)   plot_var_part_pq(res_var_9,     digits_quantile = 2, show_quantiles = TRUE,     show_dbrda_signif = TRUE   )   plot_var_part_pq(     res_var_2,     digits = 5,     digits_quantile = 2,     cutoff = 0,     show_quantiles = TRUE   ) } #>    |                                                           |                                                  |   0%   |                                                           |======                                            |  11%   |                                                           |===========                                       |  22%   |                                                           |=================                                 |  33%   |                                                           |======================                            |  44%   |                                                           |============================                      |  56%   |                                                           |=================================                 |  67%   |                                                           |=======================================           |  78%   |                                                           |============================================      |  89%   |                                                           |==================================================| 100%   |                                                           |                                                  |   0%   |                                                           |=========================                         |  50%   |                                                           |==================================================| 100%    # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Build a sample information tibble from physeq object — psmelt_samples_pq","title":"Build a sample information tibble from physeq object — psmelt_samples_pq","text":"Hill numbers number equiprobable species giving diversity value observed distribution. Note contrary hill_pq(), function take account difference number sequences per samples/modalities. may use rarefy_by_sample = TRUE mean number sequences per samples differs among modalities.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Build a sample information tibble from physeq object — psmelt_samples_pq","text":"","code":"psmelt_samples_pq(   physeq,   hill_scales = c(0, 1, 2),   filter_zero = TRUE,   rarefy_by_sample = FALSE,   taxa_ranks = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Build a sample information tibble from physeq object — psmelt_samples_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. hill_scales (vector integer) list q values compute hill number H^q. Null, hill number computed. Default value compute Hill number 0 (Species richness), Hill number 1 (exponential Shannon Index) Hill number 2 (inverse Simpson Index). filter_zero (logical, default TRUE) filter non present OTU samples ? moment, effect result dataframe grouped samples abundance summed across OTU. rarefy_by_sample (logical, default FALSE) TRUE, rarefy samples using phyloseq::rarefy_even_depth() function. taxa_ranks vector taxonomic ranks. examples c(\"Family\",\"Genus\"). taxa ranks set (default value = NULL), taxonomic information present resulting tibble.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Build a sample information tibble from physeq object — psmelt_samples_pq","text":"tibble row sample. Columns provide information sam_data slot well hill numbers, Abundance (nb sequences), Abundance_log10 (log10(1+Abundance)).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Build a sample information tibble from physeq object — psmelt_samples_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Build a sample information tibble from physeq object — psmelt_samples_pq","text":"","code":"if (requireNamespace(\"ggstatsplot\")) {   psm_tib <- psmelt_samples_pq(data_fungi_mini, hill_scales = c(0, 2, 7))   ggstatsplot::ggbetweenstats(psm_tib, Height, Hill_0)   ggstatsplot::ggbetweenstats(psm_tib, Height, Hill_7)    psm_tib_tax <- psmelt_samples_pq(data_fungi_mini, taxa_ranks = c(\"Class\", \"Family\"))   ggplot(filter(psm_tib_tax, Abundance > 2000), aes(y = Family, x = Abundance, fill = Time)) +     geom_bar(stat = \"identity\") +     facet_wrap(~Height) } #> Joining with `by = join_by(Sample)` #> Joining with `by = join_by(Sample)`"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rarefy_sample_count_by_modality.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rarefy (equalize) the number of samples per modality of a factor — rarefy_sample_count_by_modality","text":"","code":"rarefy_sample_count_by_modality(physeq, fact, rngseed = FALSE, verbose = TRUE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rarefy_sample_count_by_modality.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rarefy (equalize) the number of samples per modality of a factor — rarefy_sample_count_by_modality","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): variable rarefy. Must present sam_data slot physeq object. rngseed (Optional). single integer value passed set.seed, used fix seed reproducibly random number generation (case, reproducibly random subsampling). set FALSE, iddling RNG seed performed, user appropriately call verbose (logical). TRUE, print additional informations.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rarefy_sample_count_by_modality.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Rarefy (equalize) the number of samples per modality of a factor — rarefy_sample_count_by_modality","text":"new phyloseq-class object.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rarefy_sample_count_by_modality.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Rarefy (equalize) the number of samples per modality of a factor — rarefy_sample_count_by_modality","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rarefy_sample_count_by_modality.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rarefy (equalize) the number of samples per modality of a factor — rarefy_sample_count_by_modality","text":"","code":"table(data_fungi_mini@sam_data$Height) #>  #>   High    Low Middle  #>     28     32     30  data_fungi_mini2 <- rarefy_sample_count_by_modality(data_fungi_mini, \"Height\") #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... table(data_fungi_mini2@sam_data$Height) #>  #>   High    Low Middle  #>     28     28     28  if (requireNamespace(\"patchwork\")) {   ggvenn_pq(data_fungi_mini, \"Height\") + ggvenn_pq(data_fungi_mini2, \"Height\") } #> Taxa are now in columns. #> Taxa are now in columns."},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Read phyloseq object from multiple csv tables and a phylogenetic tree\nin Newick format. — read_pq","text":"","code":"read_pq(   path = NULL,   taxa_are_rows = FALSE,   sam_names = NULL,   sep_csv = \"\\t\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Read phyloseq object from multiple csv tables and a phylogenetic tree\nin Newick format. — read_pq","text":"path (required) path folder read phyloseq object taxa_are_rows (default FALSE) see ?phyloseq details sam_names name variable (column) sam_data.csv rename samples. Note use write_phyloseq() function save physeq object, may use sam_names = \"X\" rename samples names . sep_csv (default tabulation) separator column ... arguments passed utils::write.table() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Read phyloseq object from multiple csv tables and a phylogenetic tree\nin Newick format. — read_pq","text":"One four csv tables (refseq.csv, otu_table.csv, tax_table.csv, sam_data.csv) present phy_tree Newick format. least otu_table.csv need present.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Read phyloseq object from multiple csv tables and a phylogenetic tree\nin Newick format. — read_pq","text":"","code":"write_pq(data_fungi, path = paste0(tempdir(), \"/phyloseq\")) #> Cleaning suppress 0 taxa and 0 samples. read_pq(path = paste0(tempdir(), \"/phyloseq\")) #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1420 taxa and 185 samples ] #> sample_data() Sample Data:       [ 185 samples by 8 sample variables ] #> tax_table()   Taxonomy Table:    [ 1420 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1420 reference sequences ] unlink(paste0(tempdir(), \"/phyloseq\"), recursive = TRUE)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rename the samples of a phyloseq slot — rename_samples","text":"","code":"rename_samples(phyloseq_component, names_of_samples, taxa_are_rows = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rename the samples of a phyloseq slot — rename_samples","text":"phyloseq_component (required) one otu_table sam_data slot phyloseq-class object names_of_samples (required) vector samples names taxa_are_rows (default FALSE) see ?phyloseq details","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Rename the samples of a phyloseq slot — rename_samples","text":"otu_table sam_data slot new samples names","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Rename the samples of a phyloseq slot — rename_samples","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rename the samples of a phyloseq slot — rename_samples","text":"","code":"otutab <- rename_samples(   data_fungi@otu_table,   paste0(\"data_f\", sample_names(data_fungi)) ) otutab2 <- rename_samples(   clean_pq(data_fungi,     force_taxa_as_rows = TRUE   )@otu_table,   paste0(\"data_f\", sample_names(data_fungi)) ) #> Taxa are now in rows. #> Cleaning suppress 0 taxa and 0 samples. samda <- rename_samples(   data_fungi@sam_data,   paste0(\"data_f\", sample_names(data_fungi)) )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"","code":"rename_samples_otu_table(physeq, names_of_samples)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"physeq (required): phyloseq-class object obtained using phyloseq package. names_of_samples (required) new names samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"matrix new colnames (rownames taxa_are_rows true)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rename_samples_otu_table.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Rename samples of an otu_table — rename_samples_otu_table","text":"","code":"rename_samples_otu_table(data_fungi, as.character(seq_along(sample_names(data_fungi)))) #> OTU Table:          [1420 taxa and 185 samples] #>                      taxa are columns #>      ASV2  ASV6  ASV7  ASV8 ASV10 ASV12 ASV13 ASV18 ASV19 ASV22 ASV23 ASV24 #> 1       1     0   767   578     0     0   638    30     0     0     0     0 #> 2      23 26776 10187     9     0     1    20     0     0     0     0     0 #> 3       1     0   263   399     0     0     4     3     0     0     0     0 #> 4     281     0    35   107     0  3186    87    29  2973     0     0     9 #> 5     260     0     0   829     0     0     0  1040     0     0     0     0 #> 6       0     0     0     2     0     0     0     0     0     0     0     1 #> 7       5     0  4215  1341     0     1     0    42     0     0     0     0 #> 8       1     1     0     0     0     0     0     0     0     0     0     0 #> 9       5     0     0     1     0     1     0     0     0     0     0     0 #> 10      5     0     0     3     0     1     0     0     0     0     0     0 #> 11     19     0     0     1  2168     0   108     0     0     0     0     0 #> 12      8     0     0     0    15     0    17     0     1     0     0     0 #> 13      7     0     0     0 14220     0   543     0     0     0     0     0 #> 14      5     0     1     0  1037  1338    46     0     0     0     0     0 #> 15     20     0     0     1   167     0     0     0     0     0     0     0 #> 16      5     0     0     7     0     0   121     0    51     0     0     0 #> 17      3     0     0     2     0     0     2     0     5     0     0     8 #> 18      3     0   539     2     2     0     0     0     4     0     0     0 #> 19      3     0     0     0     0     0     0     0     0     0     0     1 #> 20      7     0     0    36   224     0  1002    44     1     0     0     0 #> 21      5   274   238 11495     0     0   355   111     0     0     0     0 #> 22      0     3     0     0     0     0     0     0     0     0     0     0 #> 23      7     0     0    10     0     1     0     0     0     0     0     0 #> 24      6     0  2884     4   245     0  6337     0     0     0     0     0 #> 25     13     0     0  9741   121     0   142 11963     0     0     0     0 #> 26     11     0     0     0     0     0    18     0     0     0     0     0 #> 27      5     0     0     0    49     0     1     0     0     0     0     0 #> 28     98     0   873   336     0     0     0     7     6     0     0     0 #> 29     39     0  2351    80   269     1   220   630     0     0     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     8     0     0     0 #> 32      0     0     0     0     0     0     0     0     5     0     0     2 #> 33      0     0     0     0     0     0     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     0     0     0     0 #> 35      1     0     0     0     0     0     0     0     0     0     0     0 #> 36      3     0     0     1     0     0     0     0     1     0     0   976 #> 37      7     0     0     6    58     6    10     0     0     0     0     0 #> 38      5     0    21     0     0     0     0     0     0     0     0     0 #> 39      0     0     0     0     1     0     0     0     0     0     0     0 #> 40      0     0     0     2     0     0     0     0     0     0     0     0 #> 41      1     0     0     0     0     0     0     0     0     0     0     0 #> 42     10     0   459     5  3269  9519    70     0     0     0     0     0 #> 43      0     0     0     0     0     0     0     0     0     0     0     0 #> 44      3     1     1     1    13     0    14     0     0     0     0   254 #> 45      1     0     0     1     0     0     0     0     1     0     0  3719 #> 46     19  9876     0     1    20     1     0     0     0     0     0     0 #> 47      5     0   994     8 12292     0    41  1845     0     0     0     0 #> 48      8     0     6     6     0     0     5     0     0     0     0     1 #> 49      2     0     0     1     0     0     3     0   642     0     0  4898 #> 50      4     0   880  1102   676     0   313    39     0     0     0     0 #> 51      0     0     0     1     0     0   251     0     0     0     0     0 #> 52   9409     0     0     1   131     0    89     0     0     0     0     0 #> 53      2     0     0     1     0     0     5     0     0     0     0     0 #> 54      7     2     0     0    52     0    23     0     0  3207     0     0 #> 55      9     0     0     4     0     0     0     0     0     0     0     0 #> 56      1     0     0     0     0     0     0     0     5     0     1    17 #> 57     10     0     0     6     1  3896   812  5685     0     0     0     0 #> 58      1     0     0     0     0     0     0     0  1321     0     0    55 #> 59      4  1990     0     0     0    43     2     0     0     0     0     5 #> 60   2719     0     0     3     0  7550    26     0  8062     0     0     0 #> 61   1201     0     0     2    28     0     0     0  1625     1     0     5 #> 62   2844     0     0     0     0     0    35     0  1070     0     0     0 #> 63     12    10    22    15   582     0  1291     0     0     0     0     0 #> 64     11     0  8964  1052     0     0   263    51     0     0     0     0 #> 65     10     0     0     0     0     0     0     0     0     0     0     0 #> 66      2     0     0     0     0     0     0     0     0     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      6    14     0     9     0     0     0     0    23     0     0  8701 #> 69      3     0     0     0     0     0     0     0     0     0     0     0 #> 70      3  3818     0     0     0     0     0     0     0     0     0     0 #>     ASV25 ASV26 ASV27 ASV28 ASV29 ASV31 ASV32 ASV33 ASV34 ASV35 ASV38 ASV41 #> 1       0   351     0     1     0     0     0     0     0     0     0     6 #> 2       0     0     0     0     0     0     0     0     0     0     9     0 #> 3       0     0     0     0     0     0     0     0   337     0     0     5 #> 4       0     0     0     0     0     0     0     0    31     0   337    22 #> 5       0     0     0     0     0     0     0     0     0     0     0     0 #> 6       0     0     0     0     0     0     0     0     0     0     0     0 #> 7       0     0     0     0     0     0     0     0     0     0     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0     0     0     0     0     0     0     0     8     0     0     0 #> 10      0     0     6     0     0     0     0    19     0     0     0     0 #> 11      0     0     0    78     0     0     0     0     0     0     0     1 #> 12      0     0     0     0     0     0     0     0    16     0   437     0 #> 13      0     0     0     0     0     0     0     0     0     0     0     0 #> 14      0     0     0     0     0     0     0     0   643     0    12     0 #> 15      0     0     0     0     2     0     0     0     0     0     0     0 #> 16      0     0     0     1     0     0     0     0  3019     0     0 10572 #> 17      0     0     0     1     0     0     0     0  2437     0    19     0 #> 18      2     0     0     0     1     0     0     0   153     0   273     0 #> 19      0     0     0     0     0     0     0     0   593     0    37     0 #> 20      0     0     0     1     0   444     0     0     0     0     0     0 #> 21      0     0     0     0     0     0     0     0     0     0    30     2 #> 22      0     0     0     0     0     0     0     0     0     0     0     0 #> 23   9899     0     0     0     0     0     0     0     0     0     1     0 #> 24      0     0     0     0     0     0     0     0    47     0    71     0 #> 25      0     0     0     1     0     0     0     0     0     0     0     0 #> 26      0     0     0     0     0     0     0  7918     0     0     0     0 #> 27      0     0     0     0     0     0     0   171     0     0     0     0 #> 28      0     0     0     2     2     0     0     0     0     0     0     0 #> 29      0     0     0     1     0     0     0     0     0     0     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     0     0     0     0     0     0     0 #> 33      0     0     0     4     0     0     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     1     0     0     0 #> 35      0     0     0     0     0     0     0     0     0     0     0     0 #> 36      0     0     0     0     0     3     0     0     0     0     0     0 #> 37      1     1     0     0     0     0     0     0   949     0   764     0 #> 38     18     0     0     1     0     0   387     0   934     0   680     0 #> 39      0     0     0     0     0     0     0     0     0     0     0     0 #> 40      0     0     0     2     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     0     0     0     0     0     0     0 #> 42      0     0     0     0     0     0     0     0     0     0     0     0 #> 43      0     0     0     2     0     0     0     0     0     0     0     0 #> 44      0     0     0     0     0     0     7     0     0     0  2682     0 #> 45      0     0     0     0     0     0     0     0     0     0     0     0 #> 46      0     0     0     0     0     0     0     0    98     0    37     0 #> 47      0     0     0     0     0     0     0     0     0     0    14     0 #> 48      0 14127     0     0     0     0     0     0     0     0     0     0 #> 49      0     0     0     0     0     0     0     0     0     0     0     0 #> 50      0     0     0     2     0     0     0     0   796     0     0     0 #> 51      0     0     0     0     0     0     0     0     0     0    57     0 #> 52      0     0     0     0     0     0     0     0     0     0     6     0 #> 53      1     0     0     0     0     0     0     0     0     0     0     0 #> 54      0     0     0     1     0     0     0     0     1     0     0     0 #> 55      0     0     0     0     0     0 15403     0   411     0   174     0 #> 56      1     0     0  2527     0     0     0     0     0     0     0     0 #> 57      5     0     0     1     0     0     0     0     4     0     0     0 #> 58      0   106     0     0     0     0     0     0     0     0     0     0 #> 59      0     0     0     3     0     0     0     0     0     0     0     0 #> 60      0   485     0     0     0     0     0     0     0     0     3     0 #> 61     66     0     0     0     0     0     0     0   207     0     3     0 #> 62      0     0     0     1     2     0     0     0     0     0     0     0 #> 63      0     0     0     2     0     0     0     0     2     0     0     0 #> 64      1     0     0     0     0     0     0     0     0     0     0     5 #> 65      0     1     0     0    77     0     0     0     0     0     0     0 #> 66      0     0     0     0     0     0     0     0     0     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0    92     0     0    50     0     0     0     0    19     0     0 #> 69      0     0     0     0     0     0     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV42 ASV43 ASV45 ASV46 ASV47 ASV48 ASV49 ASV50 ASV51 ASV52 ASV53 ASV54 #> 1       0     0     0     0     0     0     0     0     0     0     0     0 #> 2       0     0     0     0     0     0     0     0     0     0     0     0 #> 3       0     0     0     0     0     0     0     0     0     0     0     0 #> 4       0     0     0     0     0     0     0     0     0     0     0     0 #> 5       0     0     0     0     0     0     0     0     0     0     0     0 #> 6       3     0     0     0     0     0     0     0     0     0     0     0 #> 7       0     0     0     0     0     0     0     0     0     0     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0     0   836  1230     0     0     0     0     0     0     0     0 #> 10      0     0     0     0     0     0     0     0     2     0     0     0 #> 11      0     0     0     0     0     0     0     0     2     0     0     0 #> 12      0 11042     0     1     0     0     0     0  1935    84     0     0 #> 13      0     0     0     0     0     0     0     0     0     0     0     0 #> 14      0     0     0     0     0     0     0     0     0     6     0     0 #> 15      0     1     0   589     0     0     0     0    23     0     0     0 #> 16      0     1     0     0     0     0   141     0     0    75     0     0 #> 17      0     0     0  1238     0     0     0     0    58     0     0     0 #> 18      0     0     0     0     0    22     0     0   678     0     0     0 #> 19      0     0     0     0     0     0     0     0     0     0     0     0 #> 20      0    31     0     0   315     0     0     0     0     0     0     0 #> 21      0     0     0     0     0     0     0     0     0     0     0     0 #> 22     46     0     0     0     0     0     0     0     0     0     0     0 #> 23  12194     0     0     0     0     0     0     0     0     0     0     0 #> 24      0     0     0     0     0     0     0     0     0     0     0     0 #> 25      0     0     0     0     0     0     0     0     0   176     0     0 #> 26      0     0     0     0     0     0     0     0     0     0     0     0 #> 27      0     0  9779     0     0     0     0     0     0     2     0     0 #> 28      0     1     0     0     0     0     0     0     0     0     0     0 #> 29      0     2     0     0     0     0     0     0     0     5     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     0     0     0     0     0     0     0 #> 33      0     0     0     0     0     0     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     0     0     0     0 #> 35      0     0     0     0     0     0     0     0     0     0     0     0 #> 36      0     0     0     0     0     0     0     0     0     0     0     0 #> 37      0     0     0     0     0     0     0     0     1     2     0     0 #> 38      0     0     0     0     0     0     0     0     0     0     0     0 #> 39      0     0     0     0     0     0     0     0     0     0     0     0 #> 40      0     0     0     0     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     0     0     0     0     0     0     0 #> 42      0     0     0     0     0     0     0  9288  4385     0     0     0 #> 43      0     0     0     0     0     0     0     0     0     0     0     0 #> 44      0     0     0     0     0     0     0     0    71     0     0     0 #> 45      0     0     0     0     0     0     0     0   569     0     0     0 #> 46      0     0     0     0     0     0     0     0     0     0     0     0 #> 47      0     0     0     0     0     0     0   890     0   221     0     0 #> 48      0     0     0     0     0     0     0     0     0   102     0     0 #> 49      0     0     0     0     0     0     0     0     0     0     0     0 #> 50      0     0     0     0     0     0     0     0     0     6     0     0 #> 51      0     0     0     0     0     0     0     0  1894     0     0     0 #> 52      0     0     0     0     1     0     0     0     0     1     0  9895 #> 53      0     1     0     0     0     0  8927     0     0     0     0     0 #> 54      0     1     0     0     0     0     0     0     0     0     0     0 #> 55      0     0     0     0     0     0     0     0     0     0     0     0 #> 56      0     0     0     0     0     0     0     0     0     0     0     0 #> 57      0     0     0     0     0     0     0     0     0     0     0     0 #> 58      0     0    14     0     0     0     0     0     0     0     0     0 #> 59      0     0     0     0     0     0     0     0     0     0     0     0 #> 60      0     0     1     0     2     0     0     0     0     0     0     0 #> 61      0     4     0     0     0     0     0     0   431     0     0     0 #> 62      0     0     0     0     0     0     0     0     0     0     0     0 #> 63      2     0     0     0     0     0     0     0     0    95     0     0 #> 64      0     0     0     0     0     0     0     0     0     0     0     0 #> 65      0     0     0     0     0     0     0     0     0     0     0     0 #> 66      0     0     0     0     0     0     0     0     0     1     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0     0     3     0     0     0  1143     0     0     0     1     0 #> 69      0     0     0     0     0     0     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV55 ASV56 ASV57 ASV58 ASV59 ASV60 ASV61 ASV62 ASV63 ASV64 ASV65 ASV67 #> 1       0     0     0     0     0     0     0     0     0     0     0     0 #> 2       0     0     0     0     0     0     0     0     0     0     0     0 #> 3       0     0     0     0     0     0     0     0     0     0     0     0 #> 4       0     0     0     0     0     0     0     0     0     0     0     1 #> 5       0     0     0     0     0     0     0     0     0     0     0     0 #> 6       0     0     0     0     0    21     0     0     0     0     0     0 #> 7       0     0     0     0     0     0     0     0     0   116     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0    66     0     0     0     0     0   498     0     0  8505     0 #> 10      0     0     0     0     0     0     0     0     0  8187     0     0 #> 11      0    16     0     0     0    53     0     0     0     0     1     0 #> 12     11     0    67     0     0     0     0     0     0     0     0     0 #> 13      0     0    55     0     0     9     0     0     0     0     0     0 #> 14     47     0     0     0     0     0     0     0     0     0     0     0 #> 15      0     0     0     0     0     0     0     0     0     0    18     0 #> 16      0     0     0     0     0     0     0     0     0     0     0     0 #> 17      0     0    36     0     0     0     0     0     0     0     7     0 #> 18      0     0   105     0     0     0     0     0     0     0    15     0 #> 19      0     0    11     0     0     0     0     0     0     0     0     0 #> 20      0     0     0     0  1207     0     0     0     0     0     0     0 #> 21      0     0     0     0     0     3     0     0     0     0     0     0 #> 22      0     0     0     0     0     0     0     0     0     0     0     0 #> 23      0     0     4     0     0     0     0     0     0     0     0     0 #> 24      0    27     1     0     0     0     0     0     4     0     0     0 #> 25      0    42     0     0     0     0     0     0     0     0     0     0 #> 26      0    12     0     0     0    13     0     0     0     0     0     0 #> 27      1   479     0     0     0     1     0     0     0     0     0     0 #> 28      1     0     0     0     0     0     0     0     0     0     1     0 #> 29      3     0     0     0     0     0     0     0     0     0     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     2     0     0     0     0     0     0 #> 33      0     0     0     0     0     4     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     0     0     0     0 #> 35      0     0     0     0     0     0     0     0     0     0     0     0 #> 36      0     0     0     0     0     4     0     0     0     0     0     0 #> 37      0     1     0     1     0     0  8066     0     0     0     0     0 #> 38      0     0    41     0     0     0     0     0     0     0     0     0 #> 39      0     0     0     0     0     1     0     0     0     0     0     0 #> 40      0     0     0     0     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     1     0     0     0     0     0     0 #> 42      0     0    34     0     0     0     0     0     0     0     0     0 #> 43      0     0     0     0     0     8     0     0     0     0     0     0 #> 44      0     0     6     0     0     0     0     0     0     0     0     0 #> 45      0     0     0     0     0     0     0     0     0     0     0     0 #> 46      0     0    29     0  3216     0     0     0     0     0     0     0 #> 47      0     0     0     0     0    11     0     0     0     0     0     0 #> 48      0    13     0     0     1    24     0     0     0     0     0     0 #> 49      9     0    46     0     0     0     0     0     0     0     0     0 #> 50      0     0     0     0     0     4   706     0     0     0     0     0 #> 51      0     0     0     0     0     0     0     0     0     0     0     0 #> 52      0    35     0     0     0     0     0     0     0     0     1     0 #> 53      0  7868     0     0     0     0     0     0     0     0     0     0 #> 54      0    28     5     0     0     8     0     0     0     0     0     0 #> 55      0     0     0     0     0     0     0     0     0     0     0     0 #> 56      0     0     0     0     0    21     0     0     0     0     0     0 #> 57      1     0    66     0     0     0     0     0     0     0   131     1 #> 58      0     0     0     0     0     0     0     0     0     0     0     0 #> 59      0     0     0     0     0     0     0     0     0     0     0     0 #> 60      0     0     0     0     0     0     0     0     0     0     0  6570 #> 61   9306    33     0     0     0     0     0     0     4     0     0     0 #> 62      0     0     0     0     0     0     0     0     0     0     0     0 #> 63      0     0     0     0     0     0     0     0     0     0     0     0 #> 64      0     0     0     0     0     0     0     0     0     0     0     0 #> 65      0     0     0     0     0     0     0     0     0     0     0     0 #> 66      0     0     0     0     0     0     0     0     0     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0     0     0   177     0    45     0     0     0     0     0     0 #> 69      0     0     0     0     0  6993     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV68 ASV69 ASV70 ASV71 ASV72 ASV75 ASV77 ASV78 ASV79 ASV80 ASV81 ASV82 #> 1       0     0     0     0     0     0     0     0     0     0     0     0 #> 2       0     0     0     3     0     0     0     0    12     0     0     0 #> 3       0     0     0     0     0     0     0     0     0     0     0     0 #> 4       0     0     0    58     0     0     0     0     0     0     0     0 #> 5       0     0     0     0     0     0     0     0     0     0     0     0 #> 6       0     2     0     0     0     0     0     0     0     0     0     0 #> 7       0     0     0     0     0     0     0     0     0     0     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0     0     0     0     0     0     0     0     0     0     0     0 #> 10      0     0     0     0     0     0     0  6005     0     0     0     0 #> 11      0     3     0    52     0     0     0     0     0     0     0     0 #> 12      0     0     0     1     0     0     0     0     0     0     0     0 #> 13      0     0     0     0     0     0     0     0     0     0     0     0 #> 14      0     0     0     0     0     0     0     0     0     0     0     0 #> 15      0     0     0     0     0     0     0     0     0     0     2     0 #> 16      0     0   315   182     0     0     0     0     0     0     0     0 #> 17      0     0     0    18     0     0     0     0     0     0     0     0 #> 18      0    10     0    48     0     0     0     0     0     0     0     0 #> 19      0     0     0     4     0     0     0     0     0     0     0     0 #> 20      0     0     2    53     0     0     0     0     0     0     4     0 #> 21      0     0     0    11     0     0     0     0    16     0     0     0 #> 22      0     0     0     0     0     0     0     0     0     0     0     0 #> 23   8414     0     0     0     0     0  7817     0     0     0     0     0 #> 24      0     4     0  2827   290     0     0     0     0    25     0     0 #> 25      0     0     0     0     0     0     0     0     0     0     0     0 #> 26      0     0     0     0     0     0     0     4     0     0     0     0 #> 27      0     0     0     0     0     0     0     0     0     0     0     0 #> 28      0    97     0     0     0     0     0     0     0     0     8     0 #> 29      0     0     0     1     0     0     0     0     0     0     0     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     0 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     0     0     0     0     0     0     0 #> 33      0     0     0     0     0     0     0     0     0     0     0     0 #> 34      0  2836     0     0     0     0     0     0     0     0     0     0 #> 35      0    38     0     0     0     0     0     0     0     0     0     0 #> 36      0     0     0     0     0     0     0     0     0     0     0     0 #> 37      0     0     0     8     0     0     0     0     3     0     0     0 #> 38      0     0     0     0     0     0     0     0     0     0     0     0 #> 39      0    14     0     0     0     0     0     1     0     0     0     0 #> 40      0     2     0     0     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     0     0     0     0     0     0     0 #> 42      0     1     0     7     0     0     0     0     0    45    74     0 #> 43      0     0     0     0     0     0     0     0     0     0     0     0 #> 44      0     0     0    19     0     0     0     0     0     0     0     0 #> 45      0     0     0     0     0     0     0     0     0     0     0     0 #> 46      0     0     0     0     0     0     0     0     0     0     0     0 #> 47      0     0     0    49     0     0     0     0     0     0     0     0 #> 48      0     0     0     0     0     0     0     0     0     0     0     0 #> 49      0     0     0     0     0     0     0     0     0     0     0     0 #> 50      0     0     0  1145     0     0     0     0     0     0     0     0 #> 51      0     0     0     0     0     0     0     0     0     0     0     0 #> 52      0     0     0     0     0     0     0     0     0     0     0     0 #> 53      0     0     0     0     0     0     0     0     0     4    37     0 #> 54      0     0     0    75     0     0     0     0     0  5961  7341     0 #> 55      0     0     0     0     0     0     0     0     0     0     0     0 #> 56      0     0     0     0     0     0     0     7     0     0     0     0 #> 57      0     0     0   459     0     0     0     0     0     0     0     0 #> 58      0     0     0     0     0     3     0     0     0     0     0     0 #> 59      0     0     0     0     0     0     0     0     0     0     0     0 #> 60      0     0     0   322     0     0     0     0     0     0     0     0 #> 61      0     0     0    16   308     0     0     0     0     5     3     0 #> 62      0     0     0    19     0     0     0     0     0     0     0     2 #> 63      0     0     0   271     0     0     0     1     0     4     3     0 #> 64      0     1     0     0     0     0     0     0     0     0     0     0 #> 65      0     0     0     0     0     0     0     0     0     0     0     0 #> 66      0     2     0     0     0     0     0     0     1     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0     0     0     0     0     0     0     0     0     0     0     0 #> 69      0     0     0     0     0     0     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV83 ASV84 ASV85 ASV87 ASV89 ASV90 ASV91 ASV92 ASV93 ASV94 ASV95 ASV96 #> 1       0  7302     0     0     0     0     0     0     0   153     0     0 #> 2       1     0     0     0     0     0     0     0     0     0     0     0 #> 3      84     0     0     0     0     0     0     0     0    43     0     0 #> 4       0     0    55     0     0     0     0     0     0     8     0     4 #> 5       0     0     0     0     0     0     0     0     0     0     0    75 #> 6       0     0     0     0     0     0    12     0     0     0     0     2 #> 7       0     0     0     0  1179     0     0     0     0   474     0     0 #> 8       0     0     0     0     0     0     0     0     0     0     0     0 #> 9       0     0     0     0     0     0     0     0     0     0     0     0 #> 10      0     0     0     0     0     0     0     0     0     0     0     0 #> 11      0     0     0     0   144     0     0     0     0     0     0   269 #> 12      0     0     0     1     0     0     0     0     0     0     0     0 #> 13     50     0     0     0    91     0     0     0     0     0     0     0 #> 14      1     0     0     0     0    50     0     0     0     0     0     0 #> 15      0     0     0     0     8     0     0     0     0     0     0     1 #> 16      0     0     0     0     0     0     0     0     0     0     0     0 #> 17      0     0    19     0     0     0     1     0     0     0     0     0 #> 18      0     0     0     0     0     0     0     0     1     0     1    28 #> 19      0     0   297     0     0     0     0     0     0     0     0     0 #> 20      0     0     0     0     7     0     0     0     0     0     0     0 #> 21      3     0     0     0     0     0     0     0     0   169     0     0 #> 22      0     0     0     0     0     0   187     0     0     0     0     0 #> 23      0     0     0     1     0     1     0     0     0     0     0     2 #> 24     45     0     0     0    12     6     0     0     0     0     0     0 #> 25    157     0     0     0     0     0     0     0     0     0    10    42 #> 26      0     0     0     0     5     0     0     0     0     0     0    36 #> 27      0     0     0     0     7     0     0     0     0     0     3   992 #> 28      0     0     0     0     0     0     0     0     0    68     3    94 #> 29    152     0     0     2     0     0     0     0     0   374     1     0 #> 30      0     0     0     0     0     0     0     0     0     0     0     2 #> 31      0     0     0     0     0     0     0     0     0     0     0     0 #> 32      0     0     0     0     0     0     0     0     0     0     0     0 #> 33      0     0     0     0     0     0     0     0     0     0     0     0 #> 34      0     0     0     0     0     0     0     0     0     0     1     0 #> 35      0     0     0     0     0     0     0     0     0     0     0    66 #> 36      0     0     0     0     0     1     0     0     0     0     0     0 #> 37      0     0  6715     0     4     0     0     0     0     0   199     0 #> 38      0     0     0    87     0     0     0     0     0     0     0     0 #> 39      0     0     0     0     0     0     0     0     0     0     0    18 #> 40      0     0     0     0     0     0     0     0     0     0     0     0 #> 41      0     0     0     0     0     0     0     0     0     0     0     0 #> 42      1     0     0     0     0     0     0     0     0     0     3    12 #> 43      0     0     0     0     0     0     0     0     0     0     0     0 #> 44     21     0     0     0     0    14     0     0     0     0     0     0 #> 45      0     0     0     0     0     0     0     0     0     0     0     0 #> 46      0     0     0   385     0     7     0     0     0     0     0     0 #> 47      0     0     0     0     0     0     0     0     0   461     0     0 #> 48   1462     0     0     0     0     0     0     0     0     0     0    25 #> 49      0     0     0     0     0     1     0     0     0     0     0    14 #> 50   1360     0     0     0     1     0     0     0     0   225     3    17 #> 51      0     0     0     0     0     0     0     0     0     0     0     0 #> 52      0     0     0     0    18     0     0     0     0     0     9     2 #> 53      0     0     0     0     0     0     0     0     0     0     0     0 #> 54    363     0     0     0     0    59     0     0     0     0    97    76 #> 55      0     0     0  3144     0     0     0     0     0     0     0     0 #> 56      0     0     0     0     0     0     0     0     0     0  1337     9 #> 57      0     0     0  1496     0    28     0     0     0     0     1     1 #> 58      0     0     0     0     0     0     0     0     0     0     0     0 #> 59      0     0     0     0     0   133     0     0     0     0   149     0 #> 60      0     0     0     0     0     0     0     0     0     0     0     0 #> 61      0     0     0     0   702   230     0     0     0     0     1     8 #> 62      0     0     0     0     0     7     0     0     0     0     0     0 #> 63     70     0     0     0     0     9     0     0     0     2     0     0 #> 64      0     0     0     0     0     0     0     0  5885   862     2     0 #> 65      0     0     4     0     0     0     0     0     0     0     0    14 #> 66      0     0     0     0     0     0     0     0     0     0     0     0 #> 67      0     0     0     0     0     0     0     0     0     0     0     0 #> 68      0     0     0     0     0     0     0     0     0     0     0   168 #> 69      0     0     0     0     0     0     0     0     0     0     0     0 #> 70      0     0     0     0     0     0     0     0     0     0     0     0 #>     ASV98 ASV99 ASV100 ASV101 ASV103 ASV104 ASV105 ASV106 ASV107 ASV108 ASV109 #> 1       0     0      0      0      0      0      0      0      0      0      0 #> 2       0     0      0      0      0      0      0      0      0      0      0 #> 3       0     0      0      0      0      0      0      0      0      0      0 #> 4       0     0      0      0      0      0      0      0      0      0     36 #> 5       0     0      0      0      0      0      0      0      0      0      0 #> 6       0     0      0      0      0      0      0      0      0      0      0 #> 7       0     0      0      0      0      0      0     11      0      0      0 #> 8       0     0      0      0      0      0      0      0      0      0      0 #> 9       0     0      0      0      0      0     68      0      0      0      0 #> 10      0     0      0      0      0      0      0      0     50      0      0 #> 11      1     0      0      0      0      0      0      0      0      0      0 #> 12      0     0      0      0      0      0      0      0      0      0     16 #> 13      0     0      0   4669      0      0      0      0      0      0     81 #> 14     26     0      0      0      0      0      0      0   1632      0   1490 #> 15      0     0      0      0      0      0      0      0      0      0      0 #> 16      0     0      0      0      0      0      0      0      0      0      0 #> 17      0     0      0      0      0      3      0      0      0      0      0 #> 18     12     0      0      0      0      0      0      0      0      0      0 #> 19      0     0      0      0      0      0      0      0      0      0      0 #> 20      0     0      0      0      0      0      0      0      0      0      0 #> 21      0     0      0      0      0      0      0      0      0      0    169 #> 22      0     0      0      0      0      0      0      0      0      0      0 #> 23      0     0      0      0      7      0      0      0      0      0      0 #> 24      0     0      0      0      0      0      0      0      0      0    682 #> 25      0     0      0      0      0      0      0     25      0      0      0 #> 26      0     0      0      0      0      0      0      0      0      0      0 #> 27      0     0      0      0      0      0      0      0      0      0      0 #> 28      0     0      0      0      0      0      0      0      0      0      0 #> 29      0     0      0      0      1      0      0      0      0      0      0 #> 30      0     0      0      0      0      0      0      0      0      0      0 #> 31      0     0      0      0      0      0      0      0      0      0      0 #> 32      0     0      0      0      0      0      0      0      0      0      0 #> 33      0     0      0      0      0      0      0      0      0      0      0 #> 34      0     0      0      0      0      0      0      0      0      0      0 #> 35      0     0      0      0      0      0      0      0      0      0      0 #> 36      0     0      0      0      0      0      0      0      0      0      0 #> 37      0     0      0      0      0      0      0      0      0      0      0 #> 38      0     0      0      0      0      0      0      0      0      0     37 #> 39      0     0      0      0      0      0      0      0      0      0      0 #> 40      0     0      0      0      0      0      0      0      0      0      0 #> 41      0     0      0      0      0      0      0      0      0      0      0 #> 42      0     0      0      0      0      0      0      0      0      0      2 #> 43      0     0      0      0      0      0      0      0      0      0      0 #> 44      0     0      0    646      0      0      0      0      0      0      0 #> 45      0     0      0      0      0      0      0      0      0      0      0 #> 46      0     0      0      0      0      0      0      0      0      0      0 #> 47      0     0      0      7      0      0      0      0      0      0      0 #> 48      0     0      0      0      0      0      0      0      0      0     13 #> 49      0     0      0      0      0      0      0      0      0      0      0 #> 50      0     0      0      0      0      0      0      0      0      0    369 #> 51      0     0      0      0      0      0      0      0      0      0      0 #> 52      0     0      0      0      0      0      1   5043      0      0      0 #> 53      0     0      0      0      0      0      0      0      0      0      0 #> 54      0     0      0      0      0      0      1      0      0      0      9 #> 55      0     0      0      0      0      0      0      0      0      0      0 #> 56      0     0      0      0      0      0      0      0      0      0      0 #> 57      0     0      0      0      0      0      0      0      0      0    610 #> 58      0     0      0      0      0      0      0      0      0      0      0 #> 59      0     0      0      0      0      0      0      0      0      0      0 #> 60      0     0      0      0      0      0      0      0      2      0      0 #> 61      1     0      0      0      0      0      0      1      0      0      0 #> 62      0     0      0      0      0      0      0      0      0      0      0 #> 63      0     0      0      0      0      0      0      1      0      0      0 #> 64      0     0      0      0      0      0      0     26      0      0      0 #> 65      0     0      0      0      0      0      0      0      0      0      0 #> 66      0     0      0      0      0      0      0      0      0      0      0 #> 67      0     0      0      0      0      0      0      0      0      0      0 #> 68      0     0      0      0      0      0      0      0      0      0      1 #> 69      0     0      0      0      0      0      0      0      0      0      0 #> 70      0     0      0      0      0      0      0      0      0      0      0 #>     ASV111 ASV112 ASV113 ASV115 ASV116 ASV118 ASV119 ASV120 ASV121 ASV122 #> 1        0      0      0      1      0      1      0     95      0      0 #> 2        7      0      4      0      1      0      0      0      0      0 #> 3        0      0      0      0      0      0      0     28      0      0 #> 4        0      2      0     16      0      0      0      7     53      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      4      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0    364      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0     14      0      0      0      0      0      0      0 #> 11       0      0     83      0      0      3      0      0      0      0 #> 12       0      6      0      9      0      0      0      0      0      0 #> 13       0      9      0      0      0      0      0      0      8      0 #> 14       0      3      0      0      0      0      0      0    508      0 #> 15       0      0      2      0      0      0      0      0      0      0 #> 16       0     41      0    201      0      0      0      0      0      0 #> 17      37      0      0   1019      0      0      0      0      0      0 #> 18       0      2     11   1417      0      0      0      0      0      0 #> 19       0      0      0    423      0      0      0      0      0      0 #> 20       0      5      0      4      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0    101    167      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      1      0      0      0      0      0      0 #> 24       0     14      0      0      0      0      1      0    128      0 #> 25       0      0     52      0      0      0   4556      0     14      0 #> 26       0      0      0      0      0      8      0      0      0      0 #> 27       0      0    504      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0     69      0      0 #> 29       0      3      0     96      1      0      0    267    487      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0     21      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0   1141      0      0      0      0      0 #> 37       0     28      0     45      0      0      0      0      4      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0     13      0      0      0      0      0      1      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0    139      0      0      0      0      0      0 #> 47       0     20      0      0      0      0      0    258     83      0 #> 48       0      6      0      0      0      0      0      0   1431      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0    408      0     19      0      0      1    141   1011      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      2      0      5      1      0      0      0      0      0 #> 53       0      0      1      0      2      0      0      0      0      0 #> 54       0      6   2504      4      0      0      0      0     10      0 #> 55    4837      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0   1134      0      0      0      0      0 #> 57       0     50      0     11      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      2      0      0      0      0 #> 60       0      0      0      0      0      0      0      0     21      0 #> 61       0      2      2      0      0      0      0      0      0      0 #> 62       0   2517      0     53      0      0      0      0      0      0 #> 63       0     22      8     21      0      0      2      4     37      0 #> 64       0      0      1      0      0      0      0    976      0      0 #> 65       0      0      0      0      0     20      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV124 ASV126 ASV127 ASV128 ASV129 ASV130 ASV131 ASV132 ASV133 ASV135 #> 1        0      2      0    130      0      0      0      0      0      0 #> 2        0      0      0      0      0      6      0      0      0      0 #> 3        0      0      0     36      0     75      0      0      0      0 #> 4        0      7      0      9      0     49      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0    353      0      0      0     35      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      1 #> 11       0      1      0      0      0      0      0     22      0      0 #> 12       0     24      0      0      0      0      0      0      0      0 #> 13       0      1      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0     62      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0    235      0      0      0 #> 18       0      0      0      0      0      0   2751      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      7      0      0      0      0      0      7      0      0 #> 21       0      6      0    317      0      0      0      2      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       1      0      0      0      0      0      0      0      0      0 #> 24       0   2065      0      0      0   2385      0      4      0      0 #> 25       0      0      0      0      0      0      0    116      0      0 #> 26       0      0      0      0      0      0      0     12   3949      0 #> 27       0      0      0      0      0      0      0    551      0      0 #> 28       0      0      0     51      0      0      0      0      0      0 #> 29       0      0      0      0      0    181      0      0      0      0 #> 30       0      0      0      0      2      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0    122      0      0      0      0      0 #> 34       0      0      0      0      7      0      0      0     74      0 #> 35       0      0      0      0      0      0      0      0     21      0 #> 36       0      0      0      0      6      0      0      0      0      0 #> 37       0      0      0      0   1696     25    877      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0    127      0      0      0      0      0 #> 42       6     18      0      0      2      1      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0    199      0      0      0      0 #> 47       0     13      0      0      0    342      0      0      0      0 #> 48       0      0      0      0      0     50      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0    167      0    186      0     83      0      6      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      3      0      0 #> 53       0      0      0      0      0      0      0      7      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      8      0      0 #> 57       0    226      0      0      0    658      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0     12      0      2      0      0      0      0      0      0 #> 64       0      0      0    560      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      5 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV136 ASV137 ASV138 ASV139 ASV142 ASV143 ASV144 ASV145 ASV146 ASV147 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0   3242      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0    141      0      0      0      0      0      0 #> 13       0      6      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0    672      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0     26      0      0      0      0      0      0 #> 17       0      0    652      0      0      0      0      0      7      0 #> 18       0      0      0      0      0      0   2924      0      0      0 #> 19       0      0      0      0      0      0      0      0     53      0 #> 20       0      0      0   1889      0      0      0      0      0      0 #> 21       0      0      0     13      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      5      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0     11      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0     10 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0     12      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       3      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      2      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0     49      0 #> 45    1764      0      0      0      0      0      0      0      0      0 #> 46       0    129      0      0      0      0      0      0    858      0 #> 47       0      0      0      8      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      9      0     14      0      0      0      0      0      0 #> 50       1      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      5      0     45      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      1      0      0      0      0 #> 57       0     25      0      0      0      0      0      0    760      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0     31      0      0      0      0      0      0      0      0 #> 61       0      5      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      3      0      0      0      0      0      0 #> 64       0      0      0     18      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0    248      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0    743      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV148 ASV149 ASV150 ASV151 ASV152 ASV153 ASV154 ASV157 ASV158 ASV159 #> 1        0      0      0      0      0      0      0      0     48      0 #> 2        0    151      0      0      0      0      0      0      0      0 #> 3        0     37      0      0      0      0      0      0     11      0 #> 4        0     11      0      0      0      0      4      0     10      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0    224      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0     13      0      0      0      0      0      0 #> 10       0      0      0      0      0      1      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      1      0      0      0      0      0     32 #> 13       0      2      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0     14 #> 15       0      0      0      1      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0    114 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      1      0      0      0      0      6      0      1      0 #> 21       0      9      0      0      0      0      8      0     95      0 #> 22       0      0      0      0      0      0      0      7      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0     11      0      0      0 #> 25       0      0      0      0      0      0      2   2826      0    259 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      1      0      0     37      0 #> 29       0      0      0      0      0      0     81      0    386      7 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0    126      0      0      0      0 #> 37       0      2      0      0      0      0      0      0      0      6 #> 38       0      1      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      1      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      5      0     19      0      0      0      0 #> 47       0      0      0      0      0      0    301      0    472    265 #> 48       0      0      0      0      0      0      0      0      0    119 #> 49       0      0      0      0      0   3119      0      0      0      0 #> 50       0    541      0      0      0      0    175      0     95     11 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0     65      0      0      0      0      0      0 #> 54       0     15      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0     41      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0    281      0      0      0      0      0      0 #> 62       0    370      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      1      0      1    107 #> 64       0   1767      0      2      0      0      0      0    437      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      1 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      3      0      0      1      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV162 ASV163 ASV164 ASV166 ASV167 ASV168 ASV170 ASV171 ASV172 ASV173 #> 1        0      0      0    270      0      0    104      0      0      0 #> 2        0      0      0     68     79      0      0      0      0      0 #> 3        0      0      0      0      0      0     22      0      0     33 #> 4        0      0      0     48    201      0      4      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0     11      0      0      0      0      0      0      0 #> 7        0      0     17     32      0      0    218      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        2      0      0      0      0      0      0      0      0     63 #> 10       0      0      0      0      0   2877      0      0      0      0 #> 11       0      3      4     34      0      0      0      0      0      0 #> 12       0      0      0     90     11      0      0      0      0      8 #> 13       0      0      0     53      0      0      2      0      3      0 #> 14       0      0      0    164    171      0      0      0     21      0 #> 15     985      0      0     24      0      0      0      0      5      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17    2068      0      0      3      0      0      0      1      0      0 #> 18       0      0      0     35      0      0      0      0      0      0 #> 19       0      0      0      0     30      0      0      0      0      0 #> 20       0      0      2      4      0      0      0      0    255      0 #> 21       0      0      7     12      0      0    269      0      0      0 #> 22       0      0      0      0      0      0      0      0      3      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0     98      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0     10      0 #> 26       0      0     32      0      0      0      0      0    145      0 #> 27       0      0     14      0      0      0      0      0    462      0 #> 28       0      0     48      0      0      0     47      0    393      0 #> 29       0      1      0      1      5      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      4      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0    797      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      2      0      0      0      2      0 #> 37       0      0      0      3      4      0      0      0      0      0 #> 38       0      0      0      0      0      0      0     55      0      0 #> 39       0      0      2      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      8      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      4      0      0      0      0      0      9 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0     16      0      0      0      0      0 #> 47       0      0      0      4      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      4     21      0      0      0      0      0 #> 50       0      0      0      0      0      0    141      0      0    322 #> 51       0      0      0      0      0      0      0      0      3      0 #> 52       0      0      0      4      0      0      0      0      2      0 #> 53       0      0      0      0      0      0      0      0    236      0 #> 54       0      0      0      5      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      2      0      0      0      0      0    308      0 #> 57       0      0      0     24     81      0      0      0      0      0 #> 58       0      0      0    493      0      0      0      0      0      0 #> 59       0      0      1      1      0      0      0    441     35      0 #> 60       0      0      0     61      0      0      0      0     19     10 #> 61       0      0      0      1      0      0      0      9      5   2353 #> 62       0      0      0      0      6      0      0      0      7      0 #> 63       0      0      0     25      0      0      2      0      0      0 #> 64       0      0      0      0      9      0    260      0      3      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0     86      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      2      0      0 #> 68       0      0      0     11      0      0      1      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV175 ASV176 ASV178 ASV179 ASV181 ASV182 ASV183 ASV186 ASV187 ASV189 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      1      0    128 #> 3        0      0      0      0      0      0      0     16      0     11 #> 4        0      0    292      0      0      0      0      0      1      2 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      3      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9     1295      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      3      0 #> 12      73      0      0      0      1      0      0      0      5      0 #> 13       0      0      0      0      3      0      0     28      3      1 #> 14       0      0      0      0     12      0      0      0     21      0 #> 15     165      0      0      0      0      0      0      0      0      0 #> 16       0      0     10      0      0      0      0      0      8      0 #> 17     383      0      4      0      0      0      0      0      1      0 #> 18      15      0      2      0      0      0      0      0      0      0 #> 19       2      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0   2175      0      0      0    106      0 #> 21       0      0      0      0      0      0      0      0      1      4 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      1      1      0      0      0 #> 24       0      0      0      0      0     10      0     24     24      0 #> 25       0      0      0      0     12      0      0     76    868      0 #> 26       0      0      0      0      0      0      0      0      5      0 #> 27       0      0      1      0      0      0      0      0      7      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0     67      0      2 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      1      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0    238      4 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0     39      0      1     24      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44      42      0      0      0      0      0      0      7      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       7      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      5      0      0      0      0      0 #> 48       0      0      0      0     54      0      0    465      2      0 #> 49       0      0     57      0      0      0      0      0      0      0 #> 50       0      0      0      0      5      0      0    423     12    310 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       8      0      0      0      0      0      0      0     78      0 #> 53       0      0      0      0      0      0      0      0    175      0 #> 54       0      0      0      0      0   1617      0    110      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      2      0      0      0      0      0      0      0 #> 57      12      0      0      0      0      0      1      0      0      0 #> 58       0      0     67      0      0      0      0      0      0      0 #> 59       0      3      0      0      0      0      0      0      0      0 #> 60       0      0   1215      0      0      0      0      0     10      0 #> 61       0      1    465      0      0      5      0      0      3      0 #> 62       0      0    221      0      0      0      0      0      3    209 #> 63       0   2409      0      0      0      2      0     22      1      0 #> 64       0      0      0      0      0      0      1      0    215   1485 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      1      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV190 ASV192 ASV193 ASV194 ASV195 ASV196 ASV197 ASV198 ASV199 ASV201 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      1      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      1      0      0      0      0      0     12      0 #> 12       0      0      0      0      0      0      0      0      0   1784 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      1 #> 16       0      0      0      0      0      0      0      0      1      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      5      0      0      0 #> 19       0      0      0      0      2      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      6 #> 21       0      0      0      0      0      0      0    260      0      0 #> 22       0      0      0    691      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      1 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      3      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0     21      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0   1861      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      2      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0    254      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      3      9      1      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      2      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0   2277      0      0      0 #> 54       0      0      0      0      0      0      0      0     20      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0     13      0      0      0      0      0      0      0      1 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      1      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      3      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      1      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0   2122      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      6      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV202 ASV203 ASV205 ASV207 ASV208 ASV209 ASV210 ASV211 ASV212 ASV214 #> 1        0      0      0      0      0     52      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0    195 #> 3        0      0      0      0      0     13      0      0      0      9 #> 4     2283      0      0      0      0      2      0      0      0      8 #> 5        0      0      0      0      0      0      4      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0    197      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0     33      0      0 #> 10       0      3      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      7      0      0 #> 12       5      0      0      0      0      0      0      3      0      0 #> 13       0      0      0      0      0      0      0      0      0      4 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      1      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      4      0      2 #> 21       0      0      0      0      0    135      0      0      0      7 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0     11      0      0 #> 28       0      0      0      0    400     27      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0   2072      5 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      2      0      0 #> 43       0      0      0      0      0      0      2      0      0      0 #> 44       0      0      0   2186      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      4      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0    112      0      0      0    302 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      6      0      1 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      1      0      2 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0    215 #> 63       0      0      0      0      0      1      0      1      0      0 #> 64       0      0      0      0      0    283      0      0      0    763 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0    140      0      0      0      0      9      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV215 ASV216 ASV217 ASV219 ASV221 ASV222 ASV223 ASV224 ASV226 ASV227 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0     18      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0     39      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0   1961      0      0      0      0     56      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      6      0   1927      0      0      0      0      0 #> 12       0      5      1      0      0      0      0      0      0      0 #> 13       0      4      0      0      0      0      0      0      0      0 #> 14       0    803      4      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0    545      0      0      0      0      0      0      0      0 #> 17       0      0      0      1      0      0      0      0   1408      0 #> 18       0      0      0      1      0      0    298      0      0      0 #> 19       0      0      0      0      0      0      2      0      0      0 #> 20       0      0    140      0      0      0      0      0      0      0 #> 21       0      0     31      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     71      0      0      0      0      0      0      0 #> 25       0      0    386      0      0      5      0      0      0      0 #> 26       0      0      2      0      0      0      0      0      0      0 #> 27       0      0      2      0      0      0      0      0      0      6 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0     15      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0     36 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      9    225      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      1     87      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0     13 #> 44       0    117      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0   1883      0      0      0      0 #> 46       0      8      0      0      0      0      0      0      0      0 #> 47       0      6      0      0      0      0      0      0      0      0 #> 48       0     37      1      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      3      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      4     31      0      0      0      2    312      0      0 #> 53       0      0     19      0      0      0      0      0      0      0 #> 54       0     13      0      0      0      0     24      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57    2023      1      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      1      0      0      0     61      0      0      0 #> 60       0      0      2      0      0      0      0      0      0      0 #> 61       0      0      1      0      0      0    633      0      0     24 #> 62       0      0      0      0      0      0     67      0      0   1684 #> 63       0      0      0      0      0      0      0      0      0     59 #> 64       0      0     28      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      1      0      0      0      0      3 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV228 ASV229 ASV230 ASV231 ASV233 ASV234 ASV235 ASV237 ASV238 ASV239 #> 1        0      0      0      0      0      7      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      5      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      7      0      2      0      2 #> 12       0      2      0      0      0     16      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      1      0     15      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16     242      0      0      0      0      5      0      0      0      0 #> 17       0      0      0      0      2      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      6      0      0 #> 19       0      0      0      0     30      0      0      0      0      0 #> 20       0      0      0      0      0    252      0      0      0      0 #> 21       0      0      0      0      0      1   1741      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0     50      0      0      0      0 #> 25       0      0      0      0      0      3      8      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      1      4      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0     94      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      1      0      0      0     17 #> 43       0      0      0      0      0      0      0      0      6      0 #> 44       0      0      0      8    144      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0    471      0      0      0      0      0 #> 47       0      0      0      0      0      0      3      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      7      0      0      0      0 #> 52       0      0      0      0      0      2      3      0      0     12 #> 53       0      0      0      0      0      0      0    238      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0   1145      0      0      0      0      0      0 #> 56       0      0   1839      0      0      0      0      0      0      0 #> 57       0      0      0      0    679      4      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      1      9      0 #> 62       0      0      0      0      0      0      0      0   1666      0 #> 63       0      0      0      0      0     24      1      0     11      0 #> 64       0      0      0      0      0      3      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV240 ASV242 ASV243 ASV244 ASV245 ASV246 ASV247 ASV248 ASV249 ASV251 #> 1        0      0      0      0      0      0      0      0      0      3 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0    622 #> 4        0      0      0      0      0      0      0      9      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0   1692      0      0      0      0      0      0      0      0 #> 9       47      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      2      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0     13     39      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0     31      0      0      0      1      0    379 #> 17       2      0      0      0      5      0      0      0      0      0 #> 18      18      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0   1626      0      0      0      0      0 #> 20       0      0      0    577      0      0      0      0      0      0 #> 21       0      0      0     11      0      0   1288     32      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       1      0      0      0      0      0      0    420      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26     146      0      0      0      0    139      0      0      0      0 #> 27       0      0      0      2      0    317      0      0      0      0 #> 28       0      0   1574      0      0      0      0      0      0      0 #> 29       0      0      2      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      2      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      3      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      4      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      3      0      0      0     19      0      0 #> 48       0      0     44      0      0      0      0      0      0      0 #> 49       0      0      0      8      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0    849      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      3      0      0      1      2      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       2      0      0      0      0      0      0     13      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0     46      0      0      0      0 #> 57       0      0      0      0      0      0      0      1      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0     48      0      1      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61    1188      0      0      0      0      1      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      1      0      0      0    274      0      0 #> 64       0      0      0     16      0      0      0      0      0    547 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV253 ASV254 ASV255 ASV256 ASV257 ASV258 ASV260 ASV261 ASV262 ASV263 #> 1        0      0      0      0      0      0      0     25      0      7 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      3      0      8 #> 4        0      0      0      0      0      0      0      3      6     11 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0     71      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0     25      0      0      0      0      5      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      6      2 #> 12       0    168      0      0      0      0      0      0      4      1 #> 13       0      0      0      0      0      0      0      0      0     20 #> 14       0      0      0      0      0      0      0      0     23     22 #> 15       0      0      2    140      0      0      0      0      0      0 #> 16       0      0     12      0      0      0      0      0     25      0 #> 17    1594      0      0      9      0      0      0      0      6      0 #> 18       0      0      0    971      0      0      5      0     11      0 #> 19       0      0      3      0      0      0      0      0      4      1 #> 20       0      0      0      3      0      0      0      0      0     16 #> 21       0      0      0      0      0      0      0     94      0     48 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0    537 #> 25       0      0      0      0      0      0      7      1      0     24 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      1      0      0      1 #> 28       0      0      0      0      0      0      0     18      0      0 #> 29       0    178      0      0      0      0      0     68      0     66 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0     37      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      6      0      0      0 #> 37       0      0   1093      1      0      0     18      0   1253      0 #> 38       0      0     20      0     32      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      1      0      0      6 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0   1242      0      0      0      0      0      0      0      4 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0     18      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0    134      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0     45      0    138 #> 51       0      0      0      0      0     45      0      0      0      0 #> 52       0      0      1      0      0      0      1      0      0      4 #> 53       0      0      1     11      0      0      2      0      0      2 #> 54       0      0      0      0      0      0     42      0      1      1 #> 55       0      0    302      0   1496      0      0      0      0      0 #> 56       0      0      0      0      0      0     73      0      0      0 #> 57       0      0     55     28      0      0      1      2      4    135 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      1      0      0      7      0      3      0 #> 60       0      0      0      1      0      0      0      0     20      1 #> 61       0      0      1      1      0      0      0      0      3      0 #> 62       0      0      0      0      0      0      0      0      0      5 #> 63       0      0      0      0      0      0      0      0      0     74 #> 64       0      0      0      0      0      0      0    142      5      4 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV264 ASV265 ASV266 ASV267 ASV270 ASV271 ASV272 ASV273 ASV274 ASV277 #> 1        0      0      0      1      0      0      0      0      0      1 #> 2        0      0      0      3      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      1      0      0      0      0      0      0      2 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      1      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      1      0      0      0      0      3 #> 11       0      0      1      0      0      0      0    185      0     16 #> 12       0      0      0      0      0      0      0      0      0      7 #> 13       0     17      0      0      0      0      0      0      0      6 #> 14       0      0      0      0      0      0      0      0      0      1 #> 15       0      0      0      0      0      0      2      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      3      0      0      0      0      0      0      0 #> 18    1013      0      0      0      0      0      0      0      0      4 #> 19       0      0      1      0      0      0      0      0      0      0 #> 20       0     23      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0   1396      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      5      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0     19      0      0      0      0      0      0      0      0 #> 29       0     24      0      1      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0    147      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      3 #> 38       0      0      0      0      0      0      0      0      0     37 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0     12      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      2      0      0      0      0     71      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0     56      0      0      0      0      0      0     29 #> 45       0      0    105      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0     47      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0    463      0      0      5      0      0      0      0 #> 50       0      7      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       1      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0   1326     22      0      0      0 #> 54       0      0      0      0      0      0   1324      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       1      0      2      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      2      0      0      0      0      0      0    120 #> 59      32      0      1      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       4      0      2      0      0      0      3      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      3 #> 64       0      0      0   1450      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0    268      0      0      0      0    906      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV278 ASV279 ASV280 ASV282 ASV283 ASV284 ASV285 ASV286 ASV287 ASV288 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      2      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9     1080      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      2      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      7      0 #> 14       0      0      0      0      0      0      0      0      9      0 #> 15       0      0      0      0      0      0      0      1      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17     143      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      2      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0    923      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      9      0      0      0     20      0 #> 26       0   1357      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0     18      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0     37      0      0      0      0      0      0      0      0 #> 35       0      5      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0    379      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0   1335 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      5      0 #> 48       0      0      0      0      0      0      0      0     53      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      8      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      2   1325      0      0      2      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      5      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0   1336      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV292 ASV293 ASV294 ASV295 ASV297 ASV298 ASV300 ASV302 ASV305 ASV307 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0   1172 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      1      0      0      0      0      0 #> 11       1      0      0      0     13      0      2      1      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14      44      0      0      0      0      0      0      9      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18      10      0      0      0      0      0      0      4      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0     20      0      0      0      0      0      0 #> 25       0      0      0     43      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      5      3      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0     33      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      4      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      1      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      6      0      0      0      0      0      0 #> 47       0      0      0    102      0      0      0      0      0      0 #> 48       0      0      0      4      0      0      0      0      0      0 #> 49       0      0      0      9      0      0      0      0      0      0 #> 50       0      0      0     41      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      1      0      0      4      0      0      0 #> 53     444      0      0      0      0      0      0    502      0      0 #> 54       0      0      0      4      0      0      6      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      1      0      0      0      0      0      0 #> 57       0      0      0      7      0      0      1      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61     505      0      0      0      0      0     43      4      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      2      0      0      0 #> 64       0      0      0      0      0      0      1      0      0      0 #> 65       0      0      1      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      1      0      0      0      0      0   1235      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV309 ASV310 ASV311 ASV312 ASV313 ASV314 ASV315 ASV316 ASV318 ASV320 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      1      0      0      0      2 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0    555      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0     12      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       2     12      0      0     19      0      0      0      0      0 #> 12       0      2      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       1      0      0      0      0      0      0      0      0      0 #> 16       0     47      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      9      0   1176      0      0     91      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       3      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      1      0      0      0 #> 24       7      0      0      0      2      0      0      3      0      0 #> 25       0      0      0      0      0     32      0      0      0      0 #> 26       7      0      0      0      0      0      0      0      0      5 #> 27      29      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      1      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      1      0     41      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       5      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0    588      0      0      0      0 #> 48       0      0      0      0      0     13      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0     53      0      0      0    527      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52     204      0      0      0     14      0      0      0      0      0 #> 53     616      0      0      0      0      0      0      0      0      0 #> 54      10      4      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56      25      0      0      0      0      0      0      0      0      5 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0   1120 #> 59       0      0     57      0      0      0      0      0      0      0 #> 60       0      2      0      0      0      0      0      0      0      0 #> 61      20      3      0      0    107      0      4      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       4      0      0      0      0      2      0      0      0      0 #> 64       2      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      2      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV322 ASV323 ASV325 ASV327 ASV328 ASV329 ASV330 ASV332 ASV333 ASV334 #> 1        0    230      0      0     34      0      0      0      0      0 #> 2        0     35      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0    147      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      1      0      0      0      0 #> 7        0    108      0      0     87      5      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9      957     14      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      4      0      0      0      0 #> 11       0      0      0      0      0     67      0      0      0      0 #> 12       0      5      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      2 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      1      0 #> 17      41      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      1      0 #> 19       0      1      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      1      0      0     15      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      7      0      0      0      0 #> 27       0      0      0      0      0      2      0      0      0      0 #> 28       0      0      0      0      9      0      0      0      0      0 #> 29       0      0      1      0      0      1      0      0      0     81 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      1      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0   1059      0      0 #> 37       0     59      0      0      0      0      0      0      0      0 #> 38       0     39      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      3      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0     12 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       4      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      1      0      0      0 #> 46       0     15      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0     10      0      0      0      7 #> 48       0      0      0      0      0      9      0      0      0      0 #> 49       0      0      0      0      0     23      0      0      0      0 #> 50       0      3      0      0     45      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       1      0      0      0      0      0      0      0      0     10 #> 53       0      0      0      0      0      3      0      0      0      0 #> 54       0      2      0      0      0      0      0      0      0      0 #> 55       0    270      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      3      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0     21      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0     25      0      0      0      0      0      0    765      0 #> 61       0      1      0      0      0      0      0      0     15      0 #> 62       0      0      0      0      0     12      0      0     30      0 #> 63       0      0      0      0      0      0      0      0      0      3 #> 64       0      0      0      0    226      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0     17      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV336 ASV337 ASV338 ASV339 ASV340 ASV341 ASV342 ASV344 ASV345 ASV346 #> 1        0      0      0      0     76      0      0      0      0      0 #> 2        0      0      0      0      1      0      0      0      1     10 #> 3        0      0      0      0    138      0      0      0      0      0 #> 4        0      0      0      0     22      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0     28      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0     12      0      0      2      0      0 #> 12       0      0      0      0      3      0      4      0      0      0 #> 13       0      0      0      0     17      0      8    110      0    155 #> 14       0      0      0      0      5      0      3    339      0      0 #> 15       0      0      0      1      0      0      0      0      0      0 #> 16       0      0      0      0      1      0     20      0      0      0 #> 17       0      3      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      1      0 #> 19       0      0    213      0      0      0      0      0      0      0 #> 20       0      0      0      5      8      0      2      0      0      0 #> 21       0      0      0      0     10      0      0      0      0     10 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      1 #> 24       0      0      0      0     46      0      6      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      1      0      0      1      0      1      0      1    306 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0     56      0      4      0      7      0      0      0 #> 38    1053      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0     66    122      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0     88      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      9 #> 47       0      0      0      0      0      0      7      0      0      0 #> 48       0      0      0      0      0      0      0      0      0    373 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      1      0    141      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      1      2      0      0      0      0      0 #> 53       0      0      0     18      0      0      0      0      0      0 #> 54       0      0      0    930      0      0      1      8      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      7      0     27      0      0     40 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      3      0      0      0      0      0 #> 61       0      0      0      4      0      0      0      0      0      0 #> 62       0      0      0      0      0      0    448      0      0      0 #> 63       0      0      0      0     18      0      6      0      0      0 #> 64       0      0      0      0      0     22      0      0   1010      0 #> 65       0      0      3      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV347 ASV348 ASV349 ASV350 ASV351 ASV353 ASV355 ASV356 ASV357 ASV358 #> 1        0     24      0      0      0      0      0    311      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      1      0      0      0      0      0     12      0      0 #> 4        0      0      0      0      0      0      0     11      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      1      0      0      0      0 #> 7        0     83      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      8      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      1      0     11      0      2 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0     12      0      0 #> 14       2      0      0      0     68      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      1      0 #> 16       0      0      0      0      0      0      0      2     11      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0    676    289      0      0      0      0      0      4 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0     41      0      0 #> 21       0      4      0      0      0      0      0     15      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      1      0      0     88      0      3 #> 25       0      0      0      0      0      0      0     14      0      0 #> 26       0      0      0      0      0      0      0      1      0      0 #> 27       0      0      1      0      0      0      0      0      0      0 #> 28       0     12      0      0      0      0      0      0      0     55 #> 29       0      0      0      0      0      0      0      3      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0     17      0      0      0    103 #> 35       0      0      0      0      0    878      0      0      0      9 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      2      1      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0     33      0      0      0      8 #> 40       0      0      0      0      0      0      0      0      0      1 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      3      0      1 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      1      0      0      0    506      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46     738      0      0      0      0      0      1      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0     23      0      0      0      0      0     32      0      0 #> 51       0      0      0      0      0      0      0      9      0      0 #> 52       0      0      0      0      0      0      1      5      0      0 #> 53       0      0      0      0      0      0     16      0      0      0 #> 54       2      0      0      0      5      0      0      0      3      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0     45      1      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0     19      3      0      0      0      0      0      1 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61      26      0      2      0      8      0    254      0      0      0 #> 62       0      0      0      0      0      0      0      6      0      0 #> 63       0      0      0      0      0      0      0     75      0      0 #> 64       0    259      0      0      0      0      0     14      7      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV359 ASV360 ASV362 ASV364 ASV365 ASV366 ASV367 ASV368 ASV369 ASV371 #> 1        0      0      0      0      0     10      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      3      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7       11      0      0      0      0     48      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0    705      0      0      2      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0     36      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0     28      0      0 #> 15       0      0      0      0     14      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0    117      0      7      0      0      0      1      0 #> 18       0      0      0      0      4      0      0      8      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0     46      0      0      6      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      6      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      2      1      0 #> 28       0    928      0      0      0      5      0      0      0      0 #> 29       0      0    191      0      0    160      0      0      2      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0    445 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0     65      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      1      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      2      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0     82      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0     20      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      3      0 #> 53       0      0      0      0      0      0      0    237      0      0 #> 54       0      0      0      0      0      0      0      1     35      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0    151      0    239      0 #> 57       0      0      0      0     93      0      0      0      1      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      4      0     20      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       1      0      0      0      0      0      0    300      0      0 #> 62       0      0     31      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0    201      0      1      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0     24      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV372 ASV373 ASV375 ASV376 ASV377 ASV378 ASV379 ASV380 ASV381 ASV382 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      5      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      1      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      1      0      0      0      0 #> 12     776      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      2      0      0      0      0 #> 14       0      0      0      0     60     10      0      0      0      0 #> 15       1      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      1      0      0      0      0 #> 17       0      0      0      0      0      1      0      0      0      0 #> 18       8      0      0      3      0      0      0      0    841      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0     31      0      0      0      0 #> 21       0      0      0      0      0      1      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0    143      7      0      4      0      0 #> 25       0      0      0      0      0    298      0      0      0      0 #> 26       0      0      0      0      0      1      0      0      0      0 #> 27       0      0      0      0      0      1      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0     66      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42      34      0      0      0      0      5      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0     77      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      8      0      0      0      0      0 #> 47       0      0      0      0      0      1      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0    295      4      0      2      0      0 #> 51      54      0      0      0      0      0      0      0      0      0 #> 52       0      0    869      0      0     32      0      0      0      0 #> 53       0      0      0    698      0     75      0      0      0      0 #> 54       0      0      0      0      3      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      1      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      6      0      0      0      0 #> 61      10      0      3      6      0      4      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0    210      0      0      0      0      0 #> 64       0      0      0      0      0     78      0      2      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV383 ASV384 ASV385 ASV386 ASV388 ASV390 ASV393 ASV394 ASV395 ASV397 #> 1        0      0      0      0      0    135      0      0      0      0 #> 2        0      0      0      0      0      2      0      0      0      0 #> 3        0      0      0      0      0      3      0      0      0      0 #> 4        0      0      0      0      0     15      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0     20      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       4      0      0      0      0     11      0      0      3      0 #> 12       0      0      0      0      0      8      0      0      1      0 #> 13       0      0      0      0      0     17      0      0      0      0 #> 14       0      0      0      0      0      8      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      6      0      0      1      0 #> 21       0      0      0      0      0     11      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0     85      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      4      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      1      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0    798 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       2      0      0      0      0      6      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0    100      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      3      0 #> 48       0      0     61      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      1      0      0      8      0 #> 53      17      0      0      0      0      0      0      0      0      0 #> 54     806      0      0      0      0      0      0      0      0      0 #> 55       0      0     99      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0     13      0      0      0      0 #> 58       0      0      0      0      0      0    810      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0    832      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0     26      0      0      1      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      1      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV399 ASV401 ASV402 ASV404 ASV405 ASV406 ASV407 ASV408 ASV409 ASV411 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0     62      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      1      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0     39      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0    243      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0    204      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0     82      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0    248 #> 28       0      0      0      0     28      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      5 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0    388      0      0      0      0      0 #> 35       0      0      0      0      2      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0    760      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      1      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      4      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0    777      0      0 #> 47       0      0      0      0      0      0      0      0      3      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0    280      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      2      0      0      0      0    179      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       3      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      1      0      0      0      0      2 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      2 #> 62       0      0      0      0      0      0      0      0      0     10 #> 63       0      0      0    176      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0    504 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV412 ASV413 ASV414 ASV415 ASV416 ASV417 ASV418 ASV419 ASV420 ASV422 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      4      0 #> 7        1      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      2      0 #> 9        0      0      0      0      0      1      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      1      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0    397      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0    755      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      2      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      1      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      1      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      2      0      0      0      0      0      0      0      0 #> 25       0      0      0      1      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0     16      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0     61      1      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0     37      0 #> 31       0      0      0      0      0      0      0      0     21      0 #> 32       0      0      0      0      0      0      0      0     43      0 #> 33       0      0      0      0      0      0      0      0      9      0 #> 34       0      0      0      0      0      0      0      0     34      0 #> 35       0      0      0      0      0      0      0      0     14      0 #> 36       0      0    751      0      0      0      0      0     47      0 #> 37       0      2      0      0      0      0      0      0      0      0 #> 38       0      0      0      0    756      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0     14      0 #> 40       0      0      0      0      0      0      0      0     16      0 #> 41       0      0      0      0      0      0      0      0      7      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      2      0      0      0      0      0      0      0      0 #> 47       0      3      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0    261      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52     764      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0    740      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      3      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0    709 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      1      0 #> 60       0      0      0      0      0      0      0      0      0      2 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      1      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0     28      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV423 ASV424 ASV426 ASV427 ASV428 ASV429 ASV430 ASV431 ASV432 ASV433 #> 1        0      0      0      0      0      0      0      0      0    713 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0     65      0      0 #> 8       13      0      0      0      0      0      0      0      0      0 #> 9        0      0      9      0     26      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0     15      0      0      0      0      0      0      0      0 #> 12       0      0      3      0      0      0      0      0      0      0 #> 13       0    386      1      0      0      0      0      0      0      0 #> 14       0    233     10      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0    146      1      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      5      0      0      0      0      0    723      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      2      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      8      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0     77      0      0      0      0      0      0      0 #> 29       0      1      0      0     43     16      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0     21      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      5      4      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      2      0     13      0    733      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0     44      0      0      0      0      0      0      0      0 #> 48       0      0     19    585      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0     25      4    418      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      2      0      0      0      0      0      0      0      0 #> 53       0      0    147      0      0      0      0      0      0      0 #> 54       0      2     50      0      0      1      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      2      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       2      2      1      0      0    284      0      0      0      0 #> 64       0      0     12      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV434 ASV438 ASV439 ASV440 ASV442 ASV443 ASV444 ASV445 ASV446 ASV448 #> 1        0      0      0      0      0      0      0     35      0      0 #> 2        0      0      0      0      0      0      0      2      0      0 #> 3        0      0      0      0      0      0      0      2      0      0 #> 4        0      0      0      0     14      0      0      2      0      0 #> 5        0      0      0      0      0      0      0      0     16      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0     11      0      0      0      0      0      0      6      2 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      1      0      0      0      2    629      9      0      0 #> 12       0      0      0      0      0      0      0      2      0      0 #> 13       0      0      0     10      0      0      0      7      0      0 #> 14       0      4      0      0      0     34      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      2      0      0      0 #> 18       0      0      0      0      0     13      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0     49      0      0      0      0      0      7      0      0 #> 21       0      9      0      0      0      0      0      5      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0     35      0     52      0      0      0     34      0      0 #> 25       0    186      0      0      0      0      0      0      0      0 #> 26       0      1      0      0      0      0      0      0      0      0 #> 27       0      3      0      0      0      1      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0     13      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      2      0      0      0      0      0 #> 37       0     71      0      0      0      1      0      0      0      0 #> 38       0      0    709      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42     169     44      0      0      0      0     11      1      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0    277      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0    101      0      0      0      0      0     20 #> 48       0      1      0      0      0      0      0      0      0     11 #> 49       0      0      0      0      1      0      0      0      0      0 #> 50       0      0      0     19      0      0      0      0      0      0 #> 51       0      0      0      0      0      0     33      0      0      0 #> 52       0     11      0      0      0      0      0      1      0      0 #> 53       0     10      0      0      0    158      0      0      0      0 #> 54       0      0      0      0      0      0      0      1      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      1      0      1      1      0      0      4      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      1      0      0      0      0      0      0      0      0 #> 60       0      0      0      2      0      0      0      0      0      0 #> 61       0      1      0      0      0    309      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0    113      0      0      0     24      0      0 #> 64       0     18      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV449 ASV451 ASV452 ASV453 ASV454 ASV456 ASV457 ASV458 ASV459 ASV460 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      7      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      2      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0    646      0      0      0      0      0 #> 15       0      0      0      3      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0    565      0      0      0      0      0      0      0 #> 18       0    245    100      0      0      0      0      0      0      0 #> 19       0      0      1      0      0      0      0      0      0      0 #> 20       0      0      0      3      0      0      0      0      0    103 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      2      0 #> 24       0      0      0      5      0     11      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      8      0      0      0      0      0      7 #> 27       0      0      0     19      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0    582      0    523 #> 29       0      0      0      0      0    304      2      0    300      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      3      0      0      2      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      5      0      2      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      1      0      0      1      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0    149      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0    234      0      0      0      0      0      0 #> 53       0      0      0    184      0      0      0      0      0      0 #> 54       0      0      0      3      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0     17      0      0      0      0      0      0 #> 57       0      0      0      0      0      5      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      3      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0     15      3      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      3      0    123      0      0      0      0 #> 64       0      0      0      5      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV461 ASV462 ASV463 ASV464 ASV465 ASV466 ASV467 ASV468 ASV469 ASV470 #> 1        0      0      2      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0     27      0      0      0      0     55      0      0 #> 6        0      0      1      0      0      0      0      8      0      0 #> 7        0    322      0      0      0      0      0    118      0      0 #> 8        0      0      0      0      0      0      0      0      0    435 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      1      0      0 #> 11       0     12      1      1      0      0      0     33      0      0 #> 12       0      0      0      0      0      2      0      0      0      6 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      2      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      1      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20     258      0      0      0      0      0      0     13      0      0 #> 21       2      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      1      0      0      0      0      0      0      0 #> 24       0      0      2      0      0      0      0      0     11      0 #> 25       0      0      0      0      0      0      0      0     36      0 #> 26       0      0      5      0      0      0      0      0      0      0 #> 27       0      0      3      0      0      0      0      6      0      0 #> 28       0      0    373      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0     15      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      3      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0     47      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      1      0      0      0      0      2      0      3 #> 37       0      0      0      2      0      1      0      0      2      0 #> 38       0      0      0      0      0     81      0      0      0      0 #> 39       0      0      0      0      0      0      0      1      0      0 #> 40       0      0      0      0      0      0      0      0      0     13 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       1      0      2      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      4      0      0 #> 44       0      0      0      0      0      6      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46      90      0      0      0      0      0      0      0      3      0 #> 47      73      0      0      0      0      0      0      0     61      0 #> 48       0      0      0     33      0      0      0      0      9      0 #> 49       0      0      0      0      0      0      0     30      0      0 #> 50       0      0      0      0      0      0      0      0     22      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52      32      1      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      3      2      0 #> 55       0      0      0      0     19     72      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      6      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      9 #> 61       0     64      0      0      0      0     14      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      2 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       5      0      0      0      0      0      0      1      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0     30      0      0      0      0      1      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV472 ASV473 ASV474 ASV475 ASV476 ASV477 ASV478 ASV479 ASV480 ASV481 #> 1        0      0      8      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0     12      0      0     57      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      5 #> 11      20      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13     176      0      0      0      0      0      0      0      0      0 #> 14       4      0      0      0      0      0      0      0      0      0 #> 15       1      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0    302      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0    602      0 #> 20      26      0      0      0      0      0      0      1      0      0 #> 21       1      0      5      0      0    205      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0     10 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24      57      0      0      0      0      0    188      0      0      0 #> 25       0      0      0    229      0     69     75      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29      17      0    125      0      0      0      0      0      0      0 #> 30       0      0      0      1      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      3      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0     42      0      0      0      0      0     10 #> 40       0      0      0      4      0      0      0      0      0     23 #> 41       0      0      0      3      0      0      0      0      0     25 #> 42      15      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      4      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      2      0      0      0      0 #> 47      19      0    275      0      0      6      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50      15      0      3      0      0      0      4      0      0      0 #> 51       1      0      0      0      0      0      0      0      0      0 #> 52       1      0      0      0      0    100      1      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0     13 #> 57       1      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0     42 #> 59       1      0      0      0      0      0      0      0      0     56 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63      86      0      0      0      0      0     31      0      0      0 #> 64       0      0     25      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV483 ASV484 ASV486 ASV487 ASV488 ASV489 ASV490 ASV491 ASV492 ASV493 #> 1        0      0      0      0      0      0      0      0      0      7 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      1 #> 4       79      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      3      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0     28 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      2    583      0      0      0      0 #> 17      25      0      0    590      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19     406      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0     92 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0     47      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      1      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0    593      0      0      0      0      0      0      0      0 #> 37      73      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      2      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0     41      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0     97      0     59      0      0     15 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      1      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       1      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      8      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0     15      0 #> 62       0      0      0      0     10      0      0      0      0      0 #> 63       0      0      0      0    359      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0     30 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV494 ASV495 ASV496 ASV497 ASV498 ASV499 ASV500 ASV501 ASV502 ASV504 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0     41      0      0      0 #> 3        0      0      0      0      0      0    435      0      0      0 #> 4        0      0      0      0      0      0      0      6      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0    404 #> 8        0      0      0      0      0      0      1      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       3      0      0      0      0    523      0      1      0      0 #> 13     107      0      0      0      0      0      0     16      0      0 #> 14      37      0      0      0      0      0      0     83      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16      16      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20      82      0      0      0      0      0      0      0      0      0 #> 21       4      0      0      0      0      0      0     16      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       1      0      0      0      0      0      0      0      0      0 #> 24       3      0      0      0      0      0      0    212      0      0 #> 25       0      0      0      0      0     19      0      0      0      2 #> 26       0      0    158      0      0      0      0      0      0      4 #> 27       0      0      7      0      0      0      0      0      0      0 #> 28       0      0    181      0      0      0      0      0      0      0 #> 29       0      0      0    579      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      5      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      1      0      0      0      0      0      0      0 #> 37       4      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      5      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42      11      0      0      0      0      0      0      0     16      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0     95      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      6      0      0      0      0      0 #> 47       4      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      1      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0     19      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       2      0      0      0      0      0      0      0     14      9 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0     87      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      8      0      0      0      0      0      0      0 #> 60       2      0      0      0      0      0      0      0      0      0 #> 61      80      0      5      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0     47 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      7      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV505 ASV507 ASV508 ASV509 ASV511 ASV512 ASV514 ASV515 ASV516 ASV517 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      2      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6       40      0      0      7      0      0      0      0      0      0 #> 7        0      0    187      0      0      0      3      0      0      0 #> 8        2      0      0      8      0      0      0      2      0      0 #> 9        0      0      8      0      0     68      0      0      0      0 #> 10       2      0      0     25      0      0      0      0      0      0 #> 11       0      0      0      0      0      2      0      0      0      0 #> 12       0      5      0      0      0      1      0      0      0      0 #> 13       0      0      0      0      0      0      0      0    471      0 #> 14       0      0    201      0      0      0      0      0     39      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0    406     13      0      0      0      0      0      0      0 #> 17       0      0     11      0      0      0      0      0      0      0 #> 18       0      0      5      0     14      0      0      0      2      0 #> 19       0      0      0      0      3      0      0      0      0      0 #> 20       0    109      0      0      0      0      0      0      0      3 #> 21       0      0      0     28      0     23     32      0      0      0 #> 22      34      0      0     25      0      0      0      0      0      0 #> 23       0      0      4      0      0      0      0      0      0      0 #> 24       0      0      0      0      0    174      3      0      0      0 #> 25       0      0      0      0      0      0     35      0      0     11 #> 26       6      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      9      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0     23     13      0      0      0 #> 30      22      0      0      1      0      0      0      0      0      0 #> 31      11      0      0      1      0      0      0      0      0      0 #> 32      23      0      0      0      0      0      0      0      0      0 #> 33       1      0      0     11      0      0      0      0      0      0 #> 34       2      0      0      8      0      0      0      0      0      0 #> 35       3      0      0      3      0      0      0      0      0      0 #> 36       1      0      0      0      0      0      0      0      0      0 #> 37       0      0     16      0      0     65      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       4      0      0      5      0      0      0      0      0      0 #> 40      13      0      0      8      0      0      0      0      0      0 #> 41       3      0      0     37      0      0      0      0      0      0 #> 42       0      1      2      0      0      1      0      0      0     40 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0     14      0      0     21      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      3      0      2      0      0      0 #> 47       0      0      7      0      0      3     78      0      0      0 #> 48       0      9      0      0      0     15     46      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      5     11      0      2      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0     45      0      0     11      0      0      0     62 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      8      0      0      0      1 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      6      0      0      0      0      0      0      0      0 #> 57       0      0      2      0     23      7      0      0      0      0 #> 58       6      0      0     12      0      0      0      0      0      0 #> 59       3      0      0     11      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      4      0      0      0      1 #> 62       0      0      0      0      0      0      0      0      3      0 #> 63       5      0      0      0      0      2      0      0      0      0 #> 64       0      0      0      0      0      8      0      0      1      3 #> 65       0      0      0     74      0      0      0      0      0      0 #> 66       0      0      0     20      0      0      0      0      0      0 #> 67       0      0      0     32      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV519 ASV520 ASV521 ASV522 ASV523 ASV524 ASV526 ASV527 ASV528 ASV529 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        3      0      0     16      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        4      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      2      0      0      0      0      0 #> 7        0      0      1      4      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0    531      0      0      0      0 #> 10       0      0      0      0     58      0      0      0      0      0 #> 11       2      0     19      0      0      0      0      1      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       9      0    106      0      0      0      0      0      0      0 #> 14       0      0     11      0      0      0      0      0      0    520 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       1      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0     54      0      0      9      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20      87      0     16      0      0      0      0      0      0      0 #> 21       2      0      3      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     11      1      0      0      0      0      0      0 #> 25       0      0      2      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       1      0     10      1      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      7      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      1      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      1      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0     10     17      0      0      0      0      0      0 #> 48       0      0      0      5      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      7    149      0      0      0      0      0      0 #> 51       0      0      2      0      0      0      0      0      0      0 #> 52      31      0      7      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      1      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0     13      0      0      0      0      0 #> 57      14      0      4     30      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       6      0      0      1      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       9      0      0      0      0      0      0      0      0      0 #> 63       0      0     40     60      1      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      6      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      1      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0    424      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV530 ASV531 ASV532 ASV533 ASV534 ASV535 ASV536 ASV537 ASV538 ASV539 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      1      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0    166      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      7      0      0      0      0 #> 7        0      0      0      0    272    100     51      0      0      0 #> 8        0      0      0      0      0      0      0      0      0    174 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      5      0      0      0      0      0 #> 12       0      0      0    434      0      6      2      0      0      1 #> 13       0      0      0      0      0     23      3      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0     43      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      4      0      1      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      2      0 #> 21       0      0      0      0      0      0      0      0      2      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      1      0      0      0      0 #> 24       0      0      0      0      0     34      0      0      4      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0     61      0 #> 30       0      0      0      0      0      4      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      5      0      0      0      3 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0     10      0      0      0      2 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0     22      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0    195 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      3      0      1      0      0      1      1 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0     46      0      0      0      0      0      0      0     19 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      4      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0     32      0 #> 49       0      0      0      0      0      0     20      0      0      0 #> 50       0      0      0     62      0      0      0      0      0      0 #> 51       0      0      0      0      0      0    242      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      2      0      0     53      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0    518      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0     20      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      2 #> 61       0      0      0      0     31      0      0      0      1      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      6      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0     10      0      0      0      1 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       9      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV540 ASV541 ASV542 ASV543 ASV544 ASV545 ASV546 ASV547 ASV548 ASV549 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      8      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      5      0      0     10      0      0      0 #> 12       0      0      3      0      0      0      0      0      0      2 #> 13       0      0      0      0      0     13      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      8      0      0      0 #> 16       0      0    367     78      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      3      0      0      0 #> 19       0      0      0      3      0      0      0      0      0      0 #> 20       0      0     58      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0     40      1      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0     27      0      0      0 #> 27       0      0      5      0      0      0     44      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      2      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      1 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      1      0      3      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      4      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0     34      0      0      0      0 #> 48       0      0     37      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      8      3      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0    257      0      2      0      0      3      0    483      0 #> 53       0      0      0      0      0      0      2      0      0      0 #> 54       0      0      0      4    491      0      1      0      0      0 #> 55     501      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0    466 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      5      0      0      0      0      0      0      0      1 #> 61       0     67      0      0      0      0      0      0      0      0 #> 62       0      5      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0    398      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      1      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV550 ASV551 ASV552 ASV553 ASV554 ASV555 ASV556 ASV557 ASV558 ASV559 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0    489      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4       11      0      0      0      0      0      0      0      0      0 #> 5        0      0      0     15      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0    188      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0     12      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      3 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      1 #> 14       0    182      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0     11      0      0      0      0      0      0      0      0 #> 17       0      6      0      0      0      0      0      0      0      0 #> 18       0      7      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0     65 #> 21       6      0      0     12      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24      22      0      0      0      0      0      0      0      0     36 #> 25       1      0      0      0      0      0      0      0      0      0 #> 26       0      0      0     22      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      2 #> 28       0      0      0     91      0      0      1      0      3      0 #> 29       0      0      0      0      0      0      0      0      2      1 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      3      0      0      0 #> 34       0      0      0     19      0      0    320      0      0      0 #> 35       0      0      0      0      0      0      7      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       1     20      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0     16      0      0      3      0      0      0 #> 40       0      0      0      0      0      0      1      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       8      3      0      0      1      0      0      0      0      1 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       5      0      0      0      0      0      0      0      0      0 #> 47      20      1      0      0      0      0      0      0      0     17 #> 48      12      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50      27      0      0      0      0      0      0      0      0      9 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0     33      0      0      0      0      0      0      0      1 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       3      0      0      0      0      0      0      0      0      1 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57      51      2      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60      16      0      0      0      0      0      0      0      0     32 #> 61       4      0      0      0      0      0      0      0      0      1 #> 62      10      0      0      0      0      0      0      0      0      0 #> 63      26      0      0      0      0      0      0      0      0      1 #> 64       1      0      0      0      0      0      0      0      0      3 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0    111      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0     16      0 #> 69       0      0      0      0      0      0      0      0      2      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV560 ASV561 ASV562 ASV563 ASV564 ASV565 ASV566 ASV567 ASV568 ASV569 #> 1        0      0      0     13      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0     17      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      2      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      1      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      4 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0     12      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      2      0      0      0 #> 19       0      0     27      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0    357 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      3 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0     26      0      0 #> 37       0      0      3      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0     21 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0     11      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0    432      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      1      0      0      5      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0    447      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      1      0      0      0      0      0 #> 61       0      0      0      0      1      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV570 ASV571 ASV572 ASV573 ASV574 ASV576 ASV577 ASV578 ASV579 ASV580 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        2      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      4      0      0      0      3    157      0      0      0 #> 5        0      0      0      0      0      1      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      9      0      0      0    292      0      0      0 #> 10       0      0      0      0      0      0      0      0      0     10 #> 11       0      3      4      0      0      0      0      0      0      0 #> 12       0      0      0      1    262      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      1      0      0      0      0      0      0 #> 16       0      0      0      0      0      0     10      0      0      0 #> 17       0      0      0      1      2      0      0      0      0      0 #> 18       0      0      0      9     10      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      2      0      0      0      0      0      0      0 #> 25       0      0      8      0      0      0      0      2      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0     32      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0    223      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0    376      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0    451     89      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      1      0      0      8      0      0      0      1      0 #> 45       0      0      0      1      2      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0    212     16      0 #> 51       0      0      0      2     34      0      0      0      0      0 #> 52       0      0      3      0      0     45      0      0      0      0 #> 53       0      0    273      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      1      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      6      0      0      0      0 #> 61       0      0      6      1     53      1      0      0      0      0 #> 62       0      0      0      0      0    140      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV581 ASV582 ASV584 ASV585 ASV586 ASV587 ASV588 ASV589 ASV590 ASV591 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        1      0      1      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      1      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      1      0      0      0      0      0 #> 9        0      2      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11      54      0      0      0      0      0      0      0      3      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13      97      0      0      0      6      0      0      0      0      0 #> 14       4      0      0      0      0      0      0      0      0      0 #> 15       8      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0     28      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      1      0     14      0      4      0      0      0      0 #> 19       0      0      0      4      0      0      0      0      0      0 #> 20       9      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      3      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24      13      0      0      0      0      0      0      0      0      0 #> 25       3      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       8      0      0      0      0     98      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      1      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       1      0      4      0      0      0      0      0      0      0 #> 38       0      0      0      0      0     14      0      8      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0     13      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42      43      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      1      0      9      0      0      0      0 #> 47      33      0      2      0      0      0      0      0      0      0 #> 48       0      0      0      0      0     28      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50      15      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      2      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       3      0      0      0      0     69      0      0      0      0 #> 55       0      0      0      0      0      0      0    443      0      0 #> 56       0      0      0      0      0      0    453      0      0      0 #> 57       0      0      0     14      0      8      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0    461      0      0      0      0      0      0      0      1 #> 62       0      0      0      0      2      0      0      0      0      3 #> 63      55      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0    445 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV592 ASV593 ASV594 ASV595 ASV596 ASV597 ASV598 ASV599 ASV600 ASV602 #> 1        0      2      0      0      0      0      0      0      0      0 #> 2        4      0      0      0      0      0      0      8      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0    292      0      0      0      0      7      0      2 #> 5        0      0      0      0      0      0      0      0     20      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      1      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      1      0 #> 12       0      0      0      0      0      1      0      0      0      0 #> 13      74      0      0     15      0      4      3      0      0      0 #> 14       0      0      0      0      0      0      0     53      0     36 #> 15       0      0      0      0      0     64      0      0      0      0 #> 16       0      0      1      0      0      0      0    165      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      7      0      0      0      1 #> 19       0      1      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0    327 #> 21       1      0      0     16      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      6      3      0      0      0 #> 25       0      0      0      0      0      0    101      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      1      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29     109      0      0     67      0      0    201      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      2      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0     11      0      0      0      0      0 #> 37       0      0      0      0      0     10      0      8      0      0 #> 38       0      0      0      0      0      0      0      0      1      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      5      0     17      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0     12      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       9      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0     11      0      0 #> 48     173      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0     11 #> 50       0      0      0      1      0      0      6     52      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0    184      0      0      0      1      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0    176    170      0      0     20      0 #> 57      17      0      0     54      0      0      0      0      0      0 #> 58       0      0      1      0      0      0      0      0      0      0 #> 59       0      0      0      0      0     12      0      0      9      0 #> 60       0      0     65      0      0      9      0      0      0      0 #> 61       0      0      0      5      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      3 #> 63       0      0      0      0      0      0      0     17      0      0 #> 64       0      0      0      0      0      0      0      0      0      1 #> 65       0      0      0      0      0      0      0      0      1      0 #> 66       0      3      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV603 ASV604 ASV605 ASV607 ASV608 ASV610 ASV612 ASV614 ASV615 ASV616 #> 1        0      0      0      0      0      2      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      1      0      0      0      0 #> 4        0      0      0      0      0      2      0      0      0      0 #> 5        0      0      0      0     40      0      0      0      0      0 #> 6        0      2      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0     20      0      0      0      0      0 #> 9        0      0      0      0      0      0     20      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      1     14      0      0      0 #> 12       0      0      0      0      0      0     92      0      0      0 #> 13       0      0      0      0      0      1     22      0      0      0 #> 14       0      0      0      0      0      0     39      0      0      0 #> 15       0      0      0      0      0      0      6      0      0      0 #> 16       0      0      0      0      0      2      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      2 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      3      0      0      0      0 #> 21       0      0      0      0      0      5      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0    245     14      0     53      0 #> 25       0      0      0      0      0      2      0      0      0      0 #> 26       0      0     72      0     26      1      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0    343      0     93      0      0      0      0      0 #> 29       0      0      0      0      0      5      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      1      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      2      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0    250      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0    135      0      0      0      0      0      1 #> 47       0      0      0      0      0      1      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      3      0      0     23      0 #> 51       0      0      0      0      0      3      0      0      0      0 #> 52       0      0      0      0      0      1      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      1      0      0      0     49      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      9      0     39      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      6      0      7      0 #> 61       0      0      0      0      3      0      3      0      0    396 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0     22      1      0    322      0 #> 64       0      0      0      0      0      1     61      0      0      0 #> 65       0     16      0      0      0      0      0      0      0      0 #> 66       0      0      1      0      1      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV617 ASV618 ASV619 ASV620 ASV621 ASV622 ASV624 ASV625 ASV626 ASV627 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0     11      0      0     46      0      0      0      0      0 #> 3        0    131      0      0    111      0      0      0      0      0 #> 4        0     56      0      0      0      0     91      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      5      0      0    212      0      0      0      0      0 #> 13       0    166      0      0      0      0      0      0      0      0 #> 14       0      0      0      0     37      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      3      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0    419      0      0      0      0      0      0      0 #> 21       0      1      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      1      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      1      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0     16      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0    223      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       6      6      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      2      0      0      0      0      0      0      0      0 #> 51     109      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      3      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      2      0      1      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      1      0      0      0      0    309      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      7      0      0 #> 64       0      0      0      0      0      0      0      0     10      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV628 ASV629 ASV630 ASV631 ASV632 ASV633 ASV634 ASV635 ASV636 ASV637 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2      291      0      0      0      0      0      0      0      0      0 #> 3        0      0      0     63      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      3      0      0    166 #> 5        0      0      0      0      0      0      8      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0     28      0      0      0      0      0      0 #> 8        0      0      0     21      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      1      0      0 #> 12       0      0      0      0      0      0      0      9      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      1      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      3      0      0 #> 18       0      0      0      0      0      0      0      1      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       2      0      0      2      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0    100 #> 25       0      0      0      0      0      0      0      0      0    130 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0     55      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      4      0      0      0      0      0 #> 35       0      0      0      0    299      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0    358      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      5      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46      17      0      0      9      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      4 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      1 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0    408      0      0      0      0     28      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59      14      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0     21      0      0      0 #> 61       0      0      0      0      0      0      1     26      0      0 #> 62       0      0      0      0      0      2      9      0      0      0 #> 63       0      0      0      0      0      1      0      0      0      0 #> 64       0      0      0      0      0      0      0      0    404      0 #> 65       0      0      0      0      0      7      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      2      0      0      0      0      0      0 #> 68       0      0      0      0      0     29      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV639 ASV640 ASV641 ASV643 ASV644 ASV645 ASV647 ASV649 ASV650 ASV651 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0     10      0      2      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      3      0      0      0      0      0      0      0 #> 7      275      0      0      0      0      0      0      0      0      0 #> 8        0      0      1      0      0      0      4      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      1      0      0      0      0 #> 14       0      0      0      0      1     22      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      4      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      3      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      3      0 #> 21       0      0      0      0      0     15      3      0      0      0 #> 22       0      0      6      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0     33      0     14      0      0 #> 25       0      0      0      0      0      0      0      0     20      0 #> 26       5      0      0      0      0      0      0      0      0      0 #> 27      11      0      0      0      0      0      0      0      0      0 #> 28       5      0      0      0      0      0      0      0      0      0 #> 29       0      2      0      0      1     42      1      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0     10      0      0      0      2      0      0      0 #> 34       0      0     36      0      0      0      9      0      0      0 #> 35       0      0     68      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0     17      0      0      0      0      0      0      0 #> 40       0      0     29      0      0      0      3      0      0      0 #> 41       0      0     22      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      9      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0    215      0      0     97      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0    383      0      0      0      0      0      0 #> 47       0      0      0      0      0      3      0      0      0      0 #> 48       0      1      0      0      0    139      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      6      0      0      0     50      0      0      0      0 #> 51       0      0      0      0      0      0      1      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      5      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0     53      0      0      0 #> 57       0      0      0      0      1      0      0      0      0      0 #> 58       0      0      8      0      0      0      0      0      0      0 #> 59       0      0      1      0      0      0      5      0      0      0 #> 60       0      0      0      0      0      4      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      2      0      0      0     12      8      0      0      0 #> 64       0      0      0      0      3      0      0      0      0      0 #> 65       0      0      0      0      0      0     15      0      0      0 #> 66      34      0      0      0      0      0      2      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV652 ASV653 ASV654 ASV656 ASV657 ASV658 ASV659 ASV660 ASV661 ASV662 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      6      0      0      0      0      0 #> 3        0      0      0      0    353      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      6 #> 6        0      0      0      0      0      0      0      0      0      1 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      4 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      2 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      1 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      3      0      0      0      0      0      0      0      0 #> 24       0      0      1      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26     381      0      0      0      0      0      0      0      0      5 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28      10      0      0      0      0      0      0      0      0      6 #> 29       0      0    298      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      2      0      1 #> 34       0      0      0      0      0      0      0      2      0     23 #> 35       0      0      0      0      0      0      0      0      0      9 #> 36       0      0      0      0      0      0      0      0      0      5 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0    383      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      6 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      1      0 #> 43       0      0      0      0      0      0      0      0      0      1 #> 44       0      0      0      0      0      0     32      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      8 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      2      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      1 #> 57       0      0      1      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      3 #> 59       0      0      0      0      0      0      0      0      0      1 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      4      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      3      0      0      0      0      0      0      1      0 #> 64       0      0      0      0      0      0     21      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      2 #> 66       0      0      0      0      0      0      0      0      0      9 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV664 ASV665 ASV666 ASV667 ASV668 ASV669 ASV670 ASV671 ASV672 ASV673 #> 1        0      0     32      0      0      0      0      0    319      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      3      0      1      0      0      0      0      0 #> 4        0      0      0      0      0      1      0      0     23      0 #> 5      365      0      4      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      7      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0     15 #> 11       0      0      0      0      0      0     36      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0     91      0      0      0 #> 14       0      0      0      0      1      0      2      0      0      0 #> 15       0      0      0      0      0      0      5      0      0      0 #> 16       0      0      0      0      2      8      0      0      0      0 #> 17       0      0      0      0      0    141      0      0      0      0 #> 18       0      0      0      0      1    141      0      0      0      0 #> 19       0      0      0      0      5     19      0      0      0      0 #> 20       0      0      1      0      0      0      3      0      0      0 #> 21       0      0     14     17      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      1      0      0 #> 24       0      0      0      0      0      0      1      0      0      0 #> 25       0      0     97      0      0      0      6      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      6 #> 28       0      0      3      0      0      0      0      0      0      0 #> 29       0      0      1      3      0      3      2    171      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      1      0      0      0      4      3      0      0      0 #> 38       0      0      0      0    149      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      1      0      0     25      0      0      5 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0     67      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0     22      0      1      2     28      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      1      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0    107      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      2      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0     10 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      1      0      0      0 #> 62       0      0      0      0      0     11      0      0      0      8 #> 63       0      0      2      0      0      1     23      0      0      1 #> 64       0      0      4     11      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV674 ASV675 ASV676 ASV677 ASV678 ASV679 ASV680 ASV681 ASV682 ASV683 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      5      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      9      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0    354      0      0      0      0      0 #> 17       0      0      0      0      0      1      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      1      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0     26      0      0      0 #> 27       0      0      0      0      0      0     86      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34      13      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0    361      0      0 #> 37       0      0      0      1      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       1      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      1      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0     14      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0    360      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0    345 #> 53       0      0      0      0      8      0      0      0      0      0 #> 54       0    338      0      1      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0     20      0      0      0 #> 57       0      0      0      1      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      4      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      1      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV684 ASV685 ASV686 ASV687 ASV688 ASV689 ASV691 ASV692 ASV693 ASV694 #> 1        0      0      0      0      0      0     48      0      0      0 #> 2        0      0      0      0      0      0      8      0      0      0 #> 3        0      0      0      0      0      0      4      0      0      0 #> 4        0      0      0      0      0      0      0      0      1      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0     36      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0    101 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0    346      0      0 #> 12       0      0      0      0      0      0      0      0      0     16 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14     353      0      0      0      0      0      0      0      0      0 #> 15       0      6      0      0      0      0      0      0      0      5 #> 16       0      0      0      0      0      0      0      0      5      0 #> 17       0      0      0      0      0      0      0      0      0     56 #> 18       0      0      0      0      0      0     17      0      0      5 #> 19       0      1      0      0      0      0      0      0      0      2 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0     71      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0     16      0      1      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0     15      0      0      0 #> 29       0      0      0      0      0      0      8      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      3      0 #> 38       0      0      0      0      0      0      2      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      4      0      0      0      0     11 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      3      0 #> 47       0      0      0      0      0      0      5      0     13      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0     21      0     81      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      1 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      1      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       2      0      0      0      0      0      0      0     26      8 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      1      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      1      0     43      0 #> 64       0      0      0      0      0      0     50      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0    346      0      0      0      0      0 #>     ASV695 ASV696 ASV697 ASV698 ASV699 ASV700 ASV701 ASV702 ASV703 ASV704 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      5      0      0 #> 3        0      0      0      0      0      0      0      4      0      0 #> 4        1      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      2 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      9      0      0      0      0      0     78 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      3      0      9      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0     11      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0    336      1 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      2      0      0 #> 38       0      0      0      0      0      0      0      0      0     60 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0    341      0      0      0      0     60 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0     22 #> 47       0      0      8      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0     65      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      1      0      0      0      0      0      0      0      1 #> 53       0    310      0      0      0    340      0      0      0      0 #> 54       0      0      1      0      0      0      0      0      0      2 #> 55       0      0    170      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      3 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      2      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0    102      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0    111      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV705 ASV707 ASV710 ASV711 ASV712 ASV713 ASV714 ASV715 ASV716 ASV717 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0     16      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      3      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0     21      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      3 #> 12       0      0      0      0      0      0      4      0      0      1 #> 13       0      0      0      0      0      0      0      0      0     20 #> 14       0      0      0      0      0      0      0      0      0      4 #> 15       0      0      0      0      0      0      0      0      0      3 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      1      0      0      0 #> 18       0      0      0      0      0      0     19      0      0      0 #> 19       0      0      0      0      0      0      2      0      0      0 #> 20       0      0      0      0      4      0      0      3      0      3 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      3      0      0      0      0      0 #> 25      82      0      0      0      0      0      0      2      0      0 #> 26       0      0      0      0      0      0      0      6      0      0 #> 27       0      0      0    255      0      0      0    165      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0     49      0      0      0 #> 38       0      0      0      0      0      0     29      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      1      0      0      0      0      0      0      0    269 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0     16      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      1      0      0      1      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      6 #> 51       0      0      0      0      0      0      6      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      1 #> 53       0      0      0      0      0      0      0      1      0      0 #> 54       0    332      0      0    233      0      0      0      0      0 #> 55       0      0      0      0      0      0      4      0      0      0 #> 56       0      0      0      0      0      0      0      2      0      0 #> 57       0      0      0      0     16      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      4      0      0      0      0      5 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      1      0      0      0      0      0      0      0      1 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       1      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      3      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV718 ASV720 ASV721 ASV722 ASV723 ASV724 ASV726 ASV727 ASV728 ASV729 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      2      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      4      0      0      0      0 #> 9        0      0      0      0      0      0      0      4     25      0 #> 10       0      0      0      0      0     12      0      0      0      0 #> 11       0      0      0      0      0      0      0      1     31      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0     45      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      5      0      0 #> 16       0      0      0      0      1      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      1      0      0 #> 18       0      0      0      0      0      0      0      7      0      0 #> 19     151      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      6      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      7      0      0      1      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      4      0      0 #> 27       0     16      0      0      0      0      3     18      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0     17      0      0      0      0 #> 31       0      0      0      0      0     25      0      0      0      0 #> 32       0      0      0      0      0     12      0      0      0      0 #> 33       0      0      0      0      0      8      0      0      0      0 #> 34       0      0      0      0      0     12      0      0      0      0 #> 35       0      0      0      0      0     17      0      0      0      0 #> 36       0      8      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      2      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      9      0      0      0      0 #> 40       0      0      0      0      0     26      0      0      0      0 #> 41       0      0      0      0      0     28      0      0      0      0 #> 42       0      0      0      0      0      0      0      1      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0     83      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      1      0    102 #> 47       0      0      0      0     69      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      3      0      0      0 #> 50       0      0      0      0      4      0      0      1      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      3      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      2      2      0      0      1      0      5 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0     23      0      0      0      0      4 #> 58       0      0      0      0      0     28      3      0      0      0 #> 59       0      0      0      0      0     10      0      0      0     17 #> 60       0      0      0      0      0      0      7      0      0      0 #> 61       0      0      0      0      0      0      0      0      0     15 #> 62       0      0      0      0      0      0      0      0      0      4 #> 63       0      0      0      0    126      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0    265      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV730 ASV731 ASV732 ASV733 ASV734 ASV736 ASV737 ASV738 ASV739 ASV740 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      2      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      5 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      1      0      2      0      0      0 #> 12       0      0      0      0      2      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0     50      0      0     24      0      0 #> 17       0      0      0      0      3      0      0      0      0      0 #> 18       0      0      0      0      6      0      0      0      0      0 #> 19       0      1      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0     75      0      0      0 #> 21       0      0      0     18      6      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       3      0      0      0     10      0      0      5      0      0 #> 25       0      0      0      0     27      0      0      0      0      0 #> 26       0      0      0      0      0      0     31      0      0      0 #> 27       0      0      1      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      8      0      0      0     51      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0     55      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      6      0      0      1      0      0 #> 38       0      0      0      0      0      0      0     10      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44     206      5      0      0     21      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0     11      0      0      4      0      0 #> 47       0      0      0      0      0      0      0      0      0     28 #> 48       0      0      0      0      0      0      0     13      0     11 #> 49       0    117      0      0      0    291      0      0      2      0 #> 50      14      0      0      0     13      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      4      0      0      0      0      0 #> 53       0      0    294      0      0      0      0      0      0      0 #> 54       0      0      0      0      2      0      0     40      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       1      0      0      0     18      0      0      7      0      0 #> 58       0      0      0      0      0      7      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0     13      1      0      0      0      0 #> 61       0      1      0      0      7      0      0      1      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63      78      0      0      0      0      0      0      0      0      0 #> 64       0      0      0     18      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0     60      0      0      0      5      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV741 ASV742 ASV743 ASV744 ASV745 ASV746 ASV747 ASV748 ASV749 ASV751 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        1      0      0      0      0      8      2      0      0      0 #> 5        0     30      0      0      0      0      0      0      7      0 #> 6        0      0      0      0      0      0      0      2      0      0 #> 7        0      1      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0     50      0 #> 11       0      6      0      0      0      0      0      0      0      0 #> 12       0      0     25      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0     22      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       1      0      0     19      0      2      0      0      0      0 #> 17       0      0      0      0      0      9      0      0      0      0 #> 18       9      0      0      0      0    156      0      0      0      0 #> 19       0      0      0      0      0     49      0      0      0      0 #> 20     210      1      0      1      0      0      0      0      0      0 #> 21       0      1      0      0      0      0      0      0     22      0 #> 22       0      0      0      0      0      0      0      0      1      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      5      0      0      0      0      0      0      0 #> 25       0      1      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      1      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      4      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      1      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      1      0      6      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0     20      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      2      0 #> 40       0      0      0      0      0      0      0      0      1      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      3      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0    243      0      0    300 #> 50       3      0      0      0      0      2      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      1      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      3      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      7      0      8      0 #> 59       0      0      0      0      0      3      0     63     12      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      3      0 #> 62       0      0      0      0      0      0      0      1      0      0 #> 63       0      0      0      0      0      0      0      0     14      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      9      0      0      0      0 #> 66       0      0      0      0      0      0      0      0     16      0 #> 67       0      0      0      0      0      0      0      1      0      0 #> 68       0      0      0      0      0      0     25      0      0      0 #> 69       0      0      0      0      0      0      0      0      4      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV752 ASV753 ASV754 ASV755 ASV756 ASV757 ASV758 ASV760 ASV761 ASV762 #> 1        0      0      0      0     49      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      4     10      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      4      0      0      0      0      6      0      0      0 #> 7        0      0      0      0      2      0      0      0      0      0 #> 8        0      0      0      0      0      0      9      0      0      0 #> 9        0      0      0      0      0      0      0      2      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      2      0      0      0      0      0      0      0 #> 12       0      0      0      0      1      0      0      0      0      0 #> 13       0      0      0      0      9      0      0      0      0      0 #> 14       0      0      0      0      4      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0    293 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      1      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      8      0      0      0      0      0      0      0 #> 21       0      0      0      0      1      0      0      0      0      0 #> 22       0      0      0      0      0      0     13      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     45      0     24      0      0      0      0      1 #> 25       0      0      2      0      0      0      0      0      0      0 #> 26       0      0      0     17      0      0      1      0      0      0 #> 27       0      0      0      0      0      0      0     68      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      1      0      0     14      0      0      0 #> 34       0      0      0      0      0      0      5      0      0      0 #> 35       0      0      0      0      0      0     17      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      4      0      0     14      0      0      0 #> 40       0      0      0      0      0      0     35      0      0      0 #> 41       0      0      0      0      0      0     36      0      0      0 #> 42       0      0      0      1      2      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      1      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      1      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0     23      0    220      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      1      0      0      0      0      0      0      0 #> 53       0      0      4      0      0      0      0      0      0      0 #> 54       0      0      4      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      4      0      0      2      0      0 #> 58       0      0      0      0      0     39     18      0      0      0 #> 59       0      0      0      0      0      0     12      0      0      0 #> 60       0      0      0      0      2      0      0      2      0      0 #> 61       0      0      0      1      0      0      0      0      0      0 #> 62       0      0      0      0      0     14      0      0      0      0 #> 63       0      0     10      0      7      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      2      0     71      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV763 ASV764 ASV765 ASV766 ASV767 ASV768 ASV769 ASV770 ASV771 ASV772 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0     71 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      1     13     11      0      0 #> 12       0      0      0      0      0     19      0      0      0      0 #> 13       0      0      0      0      0      0     85      0      0      0 #> 14       0      0      0      0      0      0      2      0      0      0 #> 15       0      0      0      0      0      0      0     97      0      0 #> 16       0      0      0      6      0      5      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0     82      0      3 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0     54      0     65      5      0      0      0 #> 21       0      0      0      1      0      1      2      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0     16      0      0      1 #> 25       0      0      0      0      0      0      2      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      8      0      0      6 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      3 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      2      0      0      0      0      6      0      0      5 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      5      0      0      0      0      0      0      2 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      7      0      0     19 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      1      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      4      0      0      3 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      1      0      5      0      4 #> 53       0      3      0      0      0      0      0      0      0      0 #> 54       0    285      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0     17 #> 58       0      0      0      0    288      0      0      0      0      3 #> 59       0      0      0      0      1      0      0      0     55      0 #> 60       0      0      0      0      0      0      0      2      0      0 #> 61       0      1      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0     30      0      0     20 #> 64       0      0      0      1      0      2      0      0      0     10 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      1      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV773 ASV774 ASV775 ASV776 ASV777 ASV778 ASV779 ASV780 ASV781 ASV782 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0     18      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0     31 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0    196      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      1      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      2      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0     85      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      4      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      8 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34      17      0      0     74      0      0      0      0      0      1 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      3      0      0      0      0      0      0      0      0 #> 37       0      7      0      0      0      0      0      0      3      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39      57      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      1      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      1      0     51      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      7      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      5      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      1      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      8      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56      94      7      0      0      0      0      0      0      0      0 #> 57       0      0      0      0    130      0     52      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      1      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0     62      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV783 ASV784 ASV785 ASV786 ASV787 ASV788 ASV790 ASV792 ASV795 ASV796 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      1 #> 6        0      0      0      0      0      0      3      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      7      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       3      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      6      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      5      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20      13     10      0      0      0      0      0      0      0      0 #> 21       0     12      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      3      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      2      0      0      0      0      0      0      0      0 #> 25       0     26      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0    251      0      0      0      0 #> 27       0      0      1      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      1      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      9      0      0      0 #> 34       0      0      0      0      0      5     23      0      0      0 #> 35       0      0      0      0      0      0     52      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      1      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0     12      0      9      0      0      0 #> 40       0      0      0      0     40      0     19      0      0      0 #> 41       0      0      0      0      0      0     15      0      0      0 #> 42       3      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       5      5      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      7      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       4      1      0      0      0      0      0      0      0      0 #> 53       0      0    265      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0    269      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       1      0      0      0      0      0      0      0      0      0 #> 57       0      4      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      6      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      1      0      0      0      0      0      0      0      0 #> 62       0      0      0      0     22      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0     13      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      3 #> 69       0      0      0      0      0      0      0      0      0    249 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV797 ASV798 ASV799 ASV801 ASV802 ASV803 ASV804 ASV805 ASV806 ASV807 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      1      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0     15      0      0 #> 11       0      0     20      0      0      0      0      0      0      0 #> 12       0      0      1      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      2      0      0      0      0      0      0 #> 15       0      0      1      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      1      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      5      0      0     54      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      1      0      0      0      0      0      0     11 #> 25       0      0      2      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      5      0      0      0      0 #> 27       0      0      1      0      0      0      0      0      0      0 #> 28       0      0      0      0      0    198      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0     21 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34     182      0      0      0      0      0      0      2      0      0 #> 35       3      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0    255      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       1      0      0      0      0      0      0      0      0      0 #> 40       2      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0     21      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      5      0      0      0      0     16      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      2      0      5 #> 51       0      0      0      0      0      0      0    123      0      0 #> 52       0      0      1      0      6      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      3      0      0      0      0      0      0     11 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0    125      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0     82 #> 61       0      0      0      0      4      0      0      0      0      8 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      1      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV808 ASV810 ASV811 ASV814 ASV815 ASV816 ASV817 ASV819 ASV820 ASV821 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0     95 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      8      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      1      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0     13      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      6      2      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0     78      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      1      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      1      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      1      0     37      0      3 #> 22       0      0      1      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0     17      0      0      0      0      0      4      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      5      0      0      0      0      0      0      0 #> 34       0      0     16      0      0      0      0      0      0      0 #> 35       0      0     59      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0    133      0      0      0      1      0      0      0      0 #> 38       0      0      0      0      0      3      0      0      0      0 #> 39       0      0      7      0      0      0      0      0      0      0 #> 40       0      0      9      0      0      0      0      0      0      0 #> 41       0      0      4      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      7    169      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      1      0      0      0     11 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      7      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      1      0      0 #> 55       0      0      0      0      0      1      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0     11      0      0      0      0      0     13      0      0 #> 58       0      0      1      0      0      0      0      0      0      0 #> 59       0      0      1      0      0      0      0      0      0      3 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      4      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0     15      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV822 ASV823 ASV824 ASV826 ASV827 ASV828 ASV829 ASV830 ASV831 ASV832 #> 1        0      0      0      0      0      0      2      0      3      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      8      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7       10      0      0      0      0      0      0      0      1    130 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10      17      0      0      0      0      0      0      0      0      0 #> 11       0      0      3      0      0      0      0      0      0      0 #> 12       0      0      1      0    250      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      2      0      0      0      0      0      0      0      0 #> 20       0      0     51      0      0      2      0      1      0      0 #> 21       0      0      0      0      0     10      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     11      0      0      0      0      0      0      0 #> 25      21      0      0      0      0      2      0      0    116     20 #> 26       0      0      0      0      0      0      0      0      0      2 #> 27       5      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      1      0 #> 29       0      0      4      0      0      1      0      0      2      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       4      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       1      0     24      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      3      0      0      0      0      0      8      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0    243      0      0      0 #> 52       0      0      6      0      0     23      0      0      0      8 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      7      0      0     29      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0     17      3      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      1      0      0      5      0      0      0      0 #> 64       0      0      0      0      0      1      0      0      1     37 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV833 ASV834 ASV835 ASV836 ASV837 ASV838 ASV839 ASV840 ASV841 ASV842 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11     248      0      0      0      0      0      0      0      0     18 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      9 #> 14       0      0      0      0      0      0      0      0      0      4 #> 15       0      1      0      0      0      0      3      0      0      1 #> 16       0      0      0      0      0      2      0      1      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      1      0      0      0      3      0      0      0      2 #> 21       0      0      0      0      0      1      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      2      0    240      0      2 #> 25       0      0      0      0      0      1      0      0      0      2 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      1 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      4 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      3 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0     78 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0    248      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      1      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0     52 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      1      0      3 #> 51       0      0      0      0      0      1      0      0      0      0 #> 52       0      0      0      0      0      1      0      0      0      1 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0    217      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      1      0      0    187      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      3      0      0      0      0      1      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0     20      0      2      0      4 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV843 ASV844 ASV845 ASV847 ASV848 ASV849 ASV850 ASV851 ASV852 ASV853 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0     12 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0     46      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14      30      0      0      0    160      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      5      0      0      0      0      0      0      0 #> 34       0      0     16      0      0      0      0      0      0      0 #> 35       0      0     59      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      6 #> 38       0      0      0      0      0      0      0      0      0      3 #> 39       0      0      7      0      0      0      0      0      0      0 #> 40       0      0     15      0      0      0      0      0      0      0 #> 41       0      0      8      0      0      0      0      0      0      0 #> 42     126      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0     79 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      5 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0     49      0      0      0      0      0      0    217      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0     81      0      0      0      0      0 #> 58       0      0      2      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       1      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64      68      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      7      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV854 ASV855 ASV856 ASV857 ASV858 ASV859 ASV860 ASV861 ASV862 ASV863 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0     10      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      2      0      0      0      0 #> 7        0      0      0      0      0      0      1      0      0      0 #> 8        0      0      0      0      0      2      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      1      0      0      0      0 #> 11       0      0      0      0      0      0      0      5      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14      13      0      0      1      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16      35      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0    234      0 #> 18       0      1      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0     23      0      0 #> 22       0      0      0      0      0      1      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0    128      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0     17      0      0      0      0      7      0      0    104 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      4      0      0      0      0 #> 31       0      0      0      0      0      8      0      0      0      0 #> 32       0      0      0      0      0      1      0      0      0      0 #> 33       0      0      0      0      0     11      0      0      0      0 #> 34       0      0      0      0      0     26      0      0      0      0 #> 35       0      0      0      0      0     31      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      1      0      0      0      0 #> 40       0      0      0      0      0     22      0      0      0      0 #> 41       0      0      0      0      0     16      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0    203      0      0      0      0      0 #> 50       0      0      0      2      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0     10      0      0      0 #> 53       0    212      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      2      0      0      0      0      0 #> 57       5      0      0      1      0      0      0      0      0      0 #> 58       0      0      0      0     14      2      0      0      0      0 #> 59       0      0      0      0      0     13      0      0      0      3 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      1      0      0      0      0      1 #> 62       0      0      0      0      0      0      0      0      0     15 #> 63       0      0      0    214      0      0      0      0      0      0 #> 64       0      0      0      0      0      0     48      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0    203      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      4      0      0      0      0    111 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV865 ASV866 ASV867 ASV868 ASV869 ASV870 ASV873 ASV874 ASV875 ASV876 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0     63      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      2      0      1      0 #> 9        0      0      0      0      0    152      0      0      0      1 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      1      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      9      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      1 #> 28       0      0      0      0      0      0     78      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      1      0 #> 40       0      0      0      0      0      0      3      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      3 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50      19      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0    104      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      4 #> 61       1      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      2      0      0      0 #> 63       0      0      0      0      0      0      0      0      3      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      4 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV877 ASV878 ASV879 ASV880 ASV883 ASV884 ASV887 ASV888 ASV890 ASV891 #> 1        0      0      0      0      0      0      2      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      1      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      3      0      3      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      3      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       7      0      0      0      0      0      2      0      0      0 #> 12       0      0      0      2      0      0      1      0      0      0 #> 13      30      0      0      0      0      0      4      0      0      0 #> 14      43      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      7      0      0      3      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      2 #> 20       0      0      0      0      0      0     16      0      0      0 #> 21       0      0      0      0      0      0      2      0      0      0 #> 22       0      0      0      0      0      3      0      6      0      0 #> 23       0      0      0      0      0      0      0      0      0      1 #> 24       8      0      0      0      0      0     31      0      0      0 #> 25       5      0      0     52      0      0      6      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       5      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29      14      0      0      0      0      0      2      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      6      0      5      0      0 #> 34       0      0      0      0      0     26      0     19      0      0 #> 35       0      0      0      0      0     39      0     41      0      0 #> 36       0      0      0      0    216      0      0      0      0      0 #> 37       0      0      0      1      0      0      1      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      7      0      9      0      0 #> 40       0      0      0      0      0     18      0     12      0      0 #> 41       0      0      0      0      0     15      0     10      0      0 #> 42      15      0      0      0      0      0      1      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0     84      0      0      0      0      0      0      0 #> 47      35      0      0      8      0      0      0      0      0      0 #> 48       0      0     70     10      0      0      0      0      0      0 #> 49       0      0      0      0      7      0      0      0      0      0 #> 50      32      0      3      1      0      0     12      0      0      0 #> 51       0      0      0      0      0      0     14      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      1      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0    225      0      0      0      0      0      0      0      0 #> 57       0      0      5      0      0      0     14      0      0      0 #> 58       0      0      0      0      0      4      0      5      0      0 #> 59       0      3      0      0      0      2      0      1      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       3      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      5      0      0      0 #> 63       7      0      0     25      0      0     32      0      0      0 #> 64       0      0      0      0      0      0      2      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      7 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV892 ASV895 ASV897 ASV898 ASV899 ASV900 ASV901 ASV902 ASV903 ASV904 #> 1        0      0     39      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      2      0      0      0      0      0      0      0 #> 4        0      0      6      0      0      0      0      0      5      1 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        1      0      0      0      0      0      0      0      0      0 #> 7        0      0      1      0      0      0      0      0      0      1 #> 8        0      0      0    201      0      0      0      0      0      0 #> 9        0      0      0      0    210      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      4      0      0      0      0      0      0      0 #> 12       0      0      0      0      0    217      0      0      0      0 #> 13       0      0      5      0      0      0      0      0      0      0 #> 14       0      0      1      0      0      0      0      0      0     33 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      5      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      2      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      2      0      0      0      0      0      0      5 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0     39      0      0      0      0      0      0      5 #> 25       0      0      0      0      0      0      0      0    200      0 #> 26      17    206      0      0      0      0     42      0      0      0 #> 27       0      0      0      0      0      0      4      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34      58      0      0      0      0      0     11      0      0      0 #> 35       0      1      0      0      0      0      0      0      0      0 #> 36       0      0      0      4      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0     88      0      0 #> 38       0      0      0      0      0      0      0      0      0      1 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      6      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0     11 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      3 #> 50       0      0      0      0      0      0      0      0      8      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      1      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      4      0      0      0      0      0      0      3 #> 58       0      0      0      0      0      0      0      0      0      3 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      1      0      0      0      0      0      0      2 #> 61       0      0      0      0      0      0      0      0      0      1 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      7      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      5      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV905 ASV906 ASV907 ASV908 ASV909 ASV910 ASV911 ASV913 ASV914 ASV915 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      2      0      0      0      0      0      0      0      0 #> 4        0      5      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      2      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      1      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0    163 #> 13       0     24      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       1      2      0      0      0    210      0      0      0      4 #> 21       0      0     25      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0     22      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      9      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      9      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      3      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0     40      0 #> 35       0      0      0      0      1      0      0      0     44      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0     51      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      5      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      1      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      4      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      4      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0     12      0      0      0      0      0 #> 57       0      4      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      1      0      0      0 #> 60       0      1      0      0      0      0      0      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      1      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0    188      0      0      0      0      0      4      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV916 ASV917 ASV918 ASV919 ASV920 ASV921 ASV922 ASV923 ASV924 ASV925 #> 1        0      0      0     31      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0    208 #> 3        0      0      0      0      0      0      1      0      0      0 #> 4        0      0      0      5      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      2      0      0      0      0      0      0 #> 12       0      0      0      2      0      0      0      1      0      0 #> 13       0      0      0      8      0      0      0      4      0      0 #> 14       0      0      0      2     65      0      0      1      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      2      0      0      0      0      0      0 #> 21       0      0      0      3      0      4      0     13      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       1      0      0     26      0      0      0     20      0      0 #> 25       0      0      0      0      0      2      1      0      0      0 #> 26       0      0      0      0      0      4      0      0      0      0 #> 27       0      0      0      0      0    106      0      0      0      0 #> 28      15      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34      25      0      0      0      0      0      0      0      0      0 #> 35       6      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       1      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      2     95      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0     10      0      0 #> 48       0      0      0      0      0      0      2     57      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0     10      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      3      0      0      0      0      0 #> 53       0      0      0      0      0      4      0      0      0      0 #> 54       0      0      0      0      6      0      2      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      6      0      0      0      0 #> 57       0      1      0      5      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      1      0      0      0      0      0      0 #> 61       0     11      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      7      0      0      1      7      0      0 #> 64       0      0      0      0     32      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV926 ASV927 ASV928 ASV929 ASV930 ASV931 ASV932 ASV934 ASV935 ASV936 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0    206      0      0      0      0      2      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      6      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       3      4      0      0      0      0      0      0      0     20 #> 12       0      0      0      0      0      0      0      0      5      0 #> 13     104      0      0      0      0      0      0      0      0     29 #> 14      58      0      0      0      0      0      0      0      0      7 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      8      0      0      0      0      0      0      0      1 #> 21       0      0      0      0     11      0     14      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      4      0      0      0 #> 25       1      0      0      0      0      0      0      0      0      4 #> 26       0      0      0      0     12      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0     68      0      0      0      0      0 #> 29       3      0      0      0      0      0      0      0      0      5 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      6      0      2      2 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      5      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       2      1      0      0      0      0      0      0      0     84 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      1      0     10      0 #> 47      18      7      0      0      0      0     21      0      0     39 #> 48       0      0      0      0      0      0      0      2      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0     11      0      0      6 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      4      0      0      0      0      0      0      2      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       1      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0    199      0      0    205      0      0      0      0 #> 57       0      0      0      0      0      0    134      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       1      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      1      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0     38      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV937 ASV938 ASV939 ASV940 ASV941 ASV942 ASV943 ASV944 ASV945 ASV946 #> 1        0      0      0      0      0      0      0      0      0    197 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0    128      0      0      0      0 #> 4        0      0      0      0      0      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      1      0      0      0      0      0      0 #> 10       0      0      0      0      1      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0    196      0      0      2      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      1      0      0      0      0      0      0      0 #> 24      19      0      0      0      0      0      1      0      0      0 #> 25       0      0      2      0      0      0      0      0      0      0 #> 26       0      0      0      0    113      0      0      0      0      0 #> 27       0      5      0    197      8      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       2      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37      58      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0     15      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       2      0      0      0      0      0    107      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      1      0      0      0      0      0      0      0      0 #> 53       0    193      0      1      0      0      0      0      0      0 #> 54       2      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       0      1      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63      28      0      0      0      0      0     64      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV947 ASV948 ASV949 ASV950 ASV951 ASV952 ASV953 ASV955 ASV956 ASV957 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      7      0      0      0 #> 3        0      0      0      0      0      0     53      0      0      0 #> 4        0      0      0      0      0      0     26      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      3      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       1      0      0      0      0      0      0      0      0      0 #> 12      32      0     13      0      0      0      8      0      0      0 #> 13       0      0      0      1      0      0     77      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       4      0      2      0      0      0      0      0      0      0 #> 18      59      0      0      0      0      0      0      0      0      0 #> 19       0      0    179      0      0      0      0      0      0      0 #> 20       0      0      0    174      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       1      0      2      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      1      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42      39      0      0      0      0      0      0      0    194      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0     10      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      1      0      1      0      0      0      0      0      0 #> 51      60      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0    194 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0    191      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      0      0      0      0 #> 61       1      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV958 ASV959 ASV960 ASV961 ASV962 ASV963 ASV964 ASV966 ASV967 ASV968 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      6      0      0      0      0      0 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      0      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14      52      0      0      2      0      0      0      0      0      0 #> 15       0      0      0      0      0      1      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      0      0      0      0      0      0 #> 18       0      0      0      0      0      0      0      0      0      0 #> 19       0      0      0      0      0      0    133      0      0      0 #> 20       0      1      0      0      0      9      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      0      0      0      0      2      0      4      0      0 #> 27       0      0      0      0      0     93      0      0     79      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       6      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      1      0      0 #> 34       0      0      0      0      0      0      0     11      0      0 #> 35       0      0      0      0      0      0      0     36      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      4      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      2      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       1      0      0      0      0      0      0      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       3      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      0      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0     34      0      0      0      0      0 #> 53       0      0      0      0      0      5      0      0      0      0 #> 54       8    191      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      6      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      4      0      0      0      0      0 #> 61       5      0      0      0      1      0      0      0      0      0 #> 62       0      0      0      0     94      0      0      0      9      0 #> 63      20      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0     45      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0     98      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV969 ASV970 ASV971 ASV972 ASV973 ASV974 ASV975 ASV976 ASV977 ASV978 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2       92      0      0      0      0      0      0      0      0      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        0      0      0      0      0      0     44      0      0      0 #> 5        0      9      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      0      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0      0      0      0 #> 11       0      0      1      0      0      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      0 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0      0      0      0      1      0      0      0      0      0 #> 18       0      0      0      0      0      0      2      0      0      0 #> 19       0      0      0      0      5      0      0      0      0      0 #> 20       0      0      0      0      0      0      0      0      0      0 #> 21       4      0      0      0      0      0      0      0      0      0 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      0 #> 25       0      0      0      0      0      0      0      0      0      0 #> 26       0      3      0      0      0      0      0      0      0      0 #> 27       0      0      0      0      0      0      0      0      0      0 #> 28       0      0    183      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      2      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      0      0      0      0      0      0      0      0      0 #> 38       0      0      0      0      0      0      0      0      0      0 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      2      0      0     28      0      0      0 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46      11      0      0      0      0      0      0      0      0      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49       0      0      0      0      0      0      0      9      0      0 #> 50       0      0      0      0      0      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      0 #> 52       0      0      0      0      0      0      0      0      0      0 #> 53       0      0      0      0      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      0 #> 56       0      0      0      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0      0      0 #> 58       0      0      0      0      0      0      0      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      1      0      0      0 #> 61       0      0      0      0      0      0      0      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       0      0      0      0      0      0      0      0      0      0 #> 69       0      0      0      0      0      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV979 ASV980 ASV981 ASV983 ASV984 ASV985 ASV986 ASV987 ASV988 ASV989 #> 1        0      0      0      0      0      0      0      0      0      0 #> 2        0      0      0      0      0      0      0      0      1      0 #> 3        0      0      0      0      0      0      0      0      0      0 #> 4        2      0      0      0      0      0      2      0      0      3 #> 5        0      0      0      0      0      0      0      0      0      0 #> 6        0      0      0      0      0      0      0      0      0      0 #> 7        0      0      0      0      0      0      0      0      0      0 #> 8        0      0      0      0      0      0      0      0      0      0 #> 9        0      0      0      1      0      0      0      0      0      0 #> 10       0      0      0      0      0      0      0    176      0      0 #> 11       0      0      0      0      5      0      0      0      0      0 #> 12       0      0      0      0      0      0      0      0      0      3 #> 13       0      0      0      0      0      0      0      0      0      0 #> 14       0      0      0      0      0      0      0      0      0      0 #> 15       0      0      0      0      0      0      0      0      0      0 #> 16       0      0      0      0      0      0      0      0      0      0 #> 17       0     83      0      0      0      0      0      0      0      3 #> 18       0     23      0      0      0      0      0      0      0      6 #> 19       0     70      0      0      0      0      0      0      0      1 #> 20       0      0      1      0      0      0      0      0      0      0 #> 21       0      0      0      0      0      0      0      0      0      1 #> 22       0      0      0      0      0      0      0      0      0      0 #> 23       0      0      0      0      0      0      0      0      0      0 #> 24       0      0      0      0      0      0      0      0      0      2 #> 25       0      0      0      1      0      0      0      0      0      0 #> 26       0      0      1      0      0      0      0      0      0      0 #> 27       0      0    112      2      7      0      0      0      0      0 #> 28       0      0      0      0      0      0      0      0      0      0 #> 29       0      0      0      0      0      0      0      0      0      0 #> 30       0      0      0      0      0      0      0      0      0      0 #> 31       0      0      0      0      0      0      0      0      0      0 #> 32       0      0      0      0      0      0      0      0      0      0 #> 33       0      0      0      0      0      0      0      0      0      0 #> 34       0      0      0      0      0      0      0      0      0      0 #> 35       0      0      0      0      0      0      0      0      0      0 #> 36       0      0      0      0      0      0      0      0      0      0 #> 37       0      3      0      1      0      0      0      0      0     24 #> 38       0      0      0      0      0      0      0      0      0     16 #> 39       0      0      0      0      0      0      0      0      0      0 #> 40       0      0      0      0      0      0      0      0      0      0 #> 41       0      0      0      0      0      0      0      0      0      0 #> 42       0      0      0      0      0      0      0      0      0      0 #> 43       0      0      0      0      0      0      0      0      0      0 #> 44       0      0      0      0      0      0      0      0      2      9 #> 45       0      0      0      0      0      0      0      0      0      0 #> 46       0      0      0      0      0      0      0      0    135      0 #> 47       0      0      0      0      0      0      0      0      0      0 #> 48       0      0      0      0      0      0      0      0      0      0 #> 49     164      0      0      0      0      0    160      0      0      0 #> 50       0      0      0      0      1      0      0      0      0      0 #> 51       0      0      0      0      0      0      0      0      0      2 #> 52       0      0      0      2      0      0      0      0      0      0 #> 53       0      0      3    163      0      0      0      0      0      0 #> 54       0      0      0      0      0      0      0      0      0      0 #> 55       0      0      0      0      0      0      0      0      0      2 #> 56       0      0      2      0      0      0      0      0      0      0 #> 57       0      0      0      0      0      0      0      0     18      0 #> 58       7      0      0      0      0      0      4      0      0      0 #> 59       0      0      0      0      0      0      0      0      0      0 #> 60       0      0      0      0      0      0      1      0      0      0 #> 61       0      0      0      0      0      0      2      0      0      0 #> 62       0      0      0      0      0      0      0      0      0      0 #> 63       0      0      0      0      0      0      0      0      0      0 #> 64       0      0      0      0      0      0      0      0      0      0 #> 65       0      0      0      0      0      0      0      0      0      0 #> 66       0      0      0      0      0      0      0      0      0      0 #> 67       0      0      0      0      0      0      0      0      0      0 #> 68       7      0      0      0      4      0      9      2      0      0 #> 69       0      0      0      0    136      0      0      0      0      0 #> 70       0      0      0      0      0      0      0      0      0      0 #>     ASV990 ASV992 ASV993 ASV994 ASV995 ASV996 ASV997 ASV998 ASV999 ASV1000 #> 1        0      0      0      0      0      0      0      0      0       0 #> 2        0      0      0      0      0      0      0      0      0       0 #> 3        0      0      0      0      0      0      0      0      0       0 #> 4        0      0      0      0      0      0      0      0      0       0 #> 5        0      0      0      0      0      0      0      0      0       0 #> 6        0      0      4      0      0      0      0      0      0       0 #> 7        0      0      0      0      0      0      0      0      0       0 #> 8        7      0      0      0      0      0      0      0      0       0 #> 9        0      0      0      0      0      4      0      0      0       0 #> 10       0      0      0      0      0      0      0      0      0       0 #> 11       0      0      0      0      0      0      0    173      0       0 #> 12       0      0      0      0      0      0      0      0      0       0 #> 13       0      0      0      0      0      0      0      0      0       0 #> 14       0      0      0      0      0      0      0      0      0       0 #> 15       0      0      0      0      0      0      0      0      0       0 #> 16       0      0      0      0      0      0      0      0      0       0 #> 17       0      0      0      0      0      0      0      0      0       0 #> 18       0      0      0      0      0      0      0      0      0       0 #> 19       0      0      0      0      0      0      0      0      0       0 #> 20       0      0      0      0      0      0      0      0     84       0 #> 21       0      0      0      0      0      0      0      0      0       0 #> 22       0      0      0      0      0      0      0      0      0       0 #> 23       0      0      0      0      0      0      0      0      0       0 #> 24       0      0      0      4      0      0      0      0      0       0 #> 25       0      0      0      0      0      0      0      0      0       0 #> 26       0      0      0      0      0      0      0      0      0       0 #> 27       0      0      0     27      0    146      0      0     13       0 #> 28       0      0      0      0      0      0     11      0      0       0 #> 29       0      0      0      0      0      0      0      0      0       0 #> 30       0      0      0      0      0      0      0      0      0       0 #> 31       0      0      0      0      0      0      0      0      0       0 #> 32       0      0      0      0      0      0      0      0      0       0 #> 33       0      0      0      0      0      0      0      0      0       0 #> 34       0      0      0      0      0      0      0      0      0       0 #> 35       0      0      0      0      0      0      0      0      0       0 #> 36       3      0      0      0      0      0      0      0      0       0 #> 37       0      0      0      1      0      0      0      0      0       0 #> 38       0      0      0      0      0      0      0      0      0       0 #> 39       1      0      0      0      0      0      0      0      0       0 #> 40       0      0      0      0      0      0      0      0      0       0 #> 41       0      0      0      0      0      0      0      0      0       0 #> 42       0      0      0      0      0      0      0      0      0       0 #> 43       0      0      0      0      0      0      0      0      0       0 #> 44       0      0      0      0      0      0      0      0      0       0 #> 45       0      0      0      0      0      0      0      0      0       0 #> 46       0      0      0      0      0      0      0      0      0       0 #> 47       0      0      0      0      0      0      0      0      0       0 #> 48       0      0      0      0      0      0      0      0     23       0 #> 49       0      0      0      0      0      0      0      0      0       0 #> 50       0      0      0      0      0      0      0      0      0       0 #> 51       0      0      0      0      0      0      0      1      0       0 #> 52       0      0      0      0      0      0      0      0      0       0 #> 53       0      0      0      0      0      0      0      0      0       0 #> 54       0      0      0      0      0      0      0      0      0       0 #> 55       0      0      0      0      0      0      0      0      0       0 #> 56       5      0      0      1      0      0      0      0      0       0 #> 57       0      0      0      0      0      0      0      0      0       0 #> 58       0      0      0      0      0      0      0      0      0       0 #> 59       0      0      0      0      0      0      0      0      0       0 #> 60       0      0      0      0      1      0      0      0      0       0 #> 61       0      0      0      0      0      0      0      0      0       0 #> 62       0      0      0      0      0      0      0      0      0       0 #> 63       0      0      0      0      0      0      0      0      0       0 #> 64       0      0      0      0      0      0      0      0      0       0 #> 65       3      0      0      0      0      0      0      0      0       0 #> 66       0      0      0      3      0      0      0      0      0       0 #> 67       0      0      0      0      0      0      0      0      0       0 #> 68       0      0      0      0      0      7      0      0      0       0 #> 69       0      0      0      0      0      0      0      0      0       0 #> 70       0      0      0      0      0      0      0      0      0       0 #>     ASV1001 ASV1002 ASV1003 ASV1004 ASV1005 ASV1006 ASV1007 ASV1008 ASV1010 #> 1         0       0       0       1       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0      68       0       8 #> 5         0       0       0       7      61       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        5       0       0       1       0       0       0       0       0 #> 12        2       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       3       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       4       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20       38       0       0       0       0       0      19       0       0 #> 21        1       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24       50       1       0       4       0       0       3       0       0 #> 25        2      25      93       0       0       0       0       6       0 #> 26        0       0       0       1       0       0       0       0       0 #> 27        0       0       0       1       0       0       0       0       0 #> 28        0       0       0     126      45       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       1       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       1       0       0       0       0       0 #> 37        0      36       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       4       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        1       1       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0      95       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       2       0     143 #> 50        1       0       0       0       0       0       1       1       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        1       1       0       0       0       0       0       0       0 #> 53        0       0       0       0       0     109       0       0       0 #> 54        0       0       0       0       0       3       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       7       0       1       0       0 #> 58        0       0       0       0       0       0       0       0      13 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       2       0      10       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0      10       0       4 #> 63        4       0       0       0       0       0       1       9       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       1       4       1       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       1 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1011 ASV1013 ASV1014 ASV1015 ASV1016 ASV1017 ASV1018 ASV1020 ASV1021 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       3       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       1      14       0       0       0       0 #> 5         5       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       1       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       2 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0      35       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       3       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        1       0       0       0       0       0       4       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       8       0       0 #> 25        0       0       0     165       0       0       2       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       2       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       4       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        4       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       1       0 #> 42        0       0       0       0      46       0       0       0       0 #> 43        0       0       0       0       0       0       0       1       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0     163       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       2       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       4       0       0 #> 51        0       0       0       0       0       0       2       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        4       0       0       0       0       0       0       0     165 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0      14       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       4       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       6       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       3       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0      80       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1022 ASV1023 ASV1024 ASV1025 ASV1026 ASV1027 ASV1028 ASV1029 ASV1030 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0      26       0 #> 3         0       0       0       0     161       0       0       0       0 #> 4         0       0       0       0       0       1       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0      88       0       3 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11       14       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       5       0       0 #> 13       23       0       0       0       0       0       0       0       0 #> 14        2       0       0       0       0       0       0       1       0 #> 15        2       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        2       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       3 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        4       0       0       0       0       0       0       0      57 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        1       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       4       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42       29       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47       48       0       0       0       0       0       0       0      20 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        9       0       0       0       0       0       0       0       2 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0      32       0       2       6 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       1       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0     160       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       2 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       2       5       8       0 #> 61        0       0       0       0       0       1       0       0       0 #> 62        0       0       0       0       0      40       2       0       0 #> 63        5       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1031 ASV1032 ASV1033 ASV1035 ASV1036 ASV1037 ASV1038 ASV1039 ASV1040 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0      25       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       2       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        1       0       0       0       1      23       0       0       0 #> 12        0       1     164       0       0       0       3       1       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       2       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0      14      65       0 #> 21        2       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        1      33       0       0       0       0       0       0       0 #> 27        0       3       0       0       0       0       0       0       0 #> 28        1      28       0       0       1       0       0       0     145 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       2       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34       45       0       0       0       0       0       0       0       3 #> 35        0       0       0       0       7       0       0       0       0 #> 36        0      38       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       1       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       4       1       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0      87       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0      29       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       5       0       0       0       0 #> 66        5       5       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       3       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1041 ASV1042 ASV1044 ASV1045 ASV1046 ASV1047 ASV1048 ASV1049 ASV1052 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0      12       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       3       0       0       0       2       0       0       6 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       2       0       0       3 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       8       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0      11       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       4       0       0       0       6       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0      37       0       0       2       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       3       0       0       0       3       0       0       1 #> 34        0      15       0       0       0      17       3       0      11 #> 35        0      29       0       0       0      29       0       0      21 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       6       0       0       0       5       0       0       6 #> 40        0       8       0       0       0      11       0       0      25 #> 41        0       9       0       0       0       7       0       0      14 #> 42        0       0       0       0       0       0       0       1       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49      147       0       0       0       0       0       0       0       0 #> 50        0       0       0       0      12       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0      98       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0      48       0       0       0       0 #> 58        0       0       0       0       0       1       0       0      11 #> 59        0       0       0       0       0       0       0       0       6 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       5       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1053 ASV1055 ASV1056 ASV1057 ASV1058 ASV1059 ASV1061 ASV1062 ASV1063 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       3       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0      97       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0      40      38       0       0       0 #> 14        0       0       0       0       0       2       0       0       0 #> 15        0       0       0       0       1       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       1      14       0       0       0 #> 21        0       0       0       0       0       0       0       0       4 #> 22        0       0       0       2       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0      13 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       3 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       3       0       0       0       0       0 #> 34        0       0       0      14       0       0       0       0       0 #> 35        0       0       0      41       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       1       6       0       0       1 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       2       0       0       0       0       0 #> 40        0       0       0      10       0       0       0       0       0 #> 41        0       0       0       3       0       0       0       0       0 #> 42        8       0       0       0       5       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       5       0       0       0 #> 47        0       0       0       0       0       1       0       0      10 #> 48        0       0       0       0       0       0       0       0       2 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       1       0       0       0      11 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0      38       0       0       1 #> 53        0       0       0       0       0       0       0       0       0 #> 54      146       0       0       0       0       1     158       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       1 #> 58        0       0       0       2       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       2       4       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        1       0       0       0       2       2       0     158       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1064 ASV1065 ASV1066 ASV1067 ASV1068 ASV1069 ASV1070 ASV1071 ASV1072 #> 1         0       1       0       0       0       0       0       0       0 #> 2         0       4       1       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       2       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       8       0       0       0       0     153       0       0 #> 8         0       0       0       0       0       0       0       3       0 #> 9         0       0       0      12       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       4       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       6       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0     122       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       5       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       2       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       7       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       2       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       1       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0     142       0       0       0       1       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       8       0       0       0       0 #> 58        0       0       0       0       0       0       0       0      29 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0      63       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0      21       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1073 ASV1074 ASV1076 ASV1078 ASV1079 ASV1081 ASV1082 ASV1084 ASV1085 #> 1         9       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       1       0       0       0       0       0       0       0 #> 4         0       2       0      10       0       0       4       0       3 #> 5        10       0       4       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       3       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       1       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       1       0       1       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       1       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       7       0       0       0       0       0     145       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       5       0       0       0       0       0       0       2 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0      35       0       0       0       0 #> 29        0       1       0       0       0       0       0       0       5 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       2       0       0       0       0       0       0 #> 37        4       0       0       0       0       0       0       0       0 #> 38        0       0       0       0      66       0       0       0       0 #> 39        0       0       2       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        1       0       3       0       0       0       0       0       0 #> 42        0       1       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       3 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0      14 #> 49        0       0       0       9       0       0       0       0       0 #> 50        0      14       0       0       0       0       0       0      65 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       2       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       5       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       5       0       0       0       0       0       0 #> 57        0       1       0       0       0       0       0       0       0 #> 58        0       0       0       8       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0      99       0       0      10       0       0 #> 61        0       0       0      20       0       0      75       0       0 #> 62        0       2       0       2       0       0      20       0       0 #> 63        0      64       0       0       0       0       0       0       0 #> 64        0      28       0       0       0       0       0       0       0 #> 65        0       0       1       0       0       0       1       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1086 ASV1087 ASV1089 ASV1090 ASV1091 ASV1092 ASV1093 ASV1095 ASV1096 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0      31       0 #> 3         0       0       0       0       0     146       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         3       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       3       0       0       0       0       3 #> 14        0       0       0      63       0       0       0       0       7 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0      80       0       0       0       0       0       0       0 #> 18        0      35       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        8       0       0       1       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26       41       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0      28       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34       37       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       2 #> 38        0       0       0       0       0       0       0       0       0 #> 39        2       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       2       0       0       0       5 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0      96       0 #> 47        0       0       0      20       0       0       0       0      20 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0      17       0       0       0       0       1 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       1 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       1       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       6       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0      10       0       0       0       0     145       0       0 #> 62        0       0       0       0       0       0       1       0       0 #> 63        0       0       0       0       0       0       0       0      97 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66       10       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1097 ASV1098 ASV1099 ASV1100 ASV1101 ASV1102 ASV1103 ASV1104 ASV1105 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       1       0       0       0       0       0 #> 3         0       0       0       1       0       0       0       0       0 #> 4         0       0       0       2       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0      30       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       2       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0     144       0       0       0 #> 21        0       0       0       0       0       0       0       0       1 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       4       0       0 #> 27        5       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0     142 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       2       0       0 #> 34        0       0       0       0       0       0       2       0       0 #> 35        0       0       0       0       0       0      24       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       1       0       0       0       0 #> 38      110       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       9       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0     145       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0     106       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0      15       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1107 ASV1108 ASV1109 ASV1110 ASV1111 ASV1112 ASV1114 ASV1115 ASV1116 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       1       0       0       0       0       0       0       0 #> 4         0       1       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       1       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       1       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       4       1       1       0       0       0       1 #> 12        1       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       1       0       0       0       0       0       0       0 #> 17        0       3       0       0       0       0       0       0       0 #> 18        0       2       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       1       0       0       0       0       0 #> 25        0       0       0       6       0       0       1       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       2       8       0       0       4       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0      10       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       3       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0      77       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       3       0       0       0 #> 40        0       0       0       0       0      10       0       0       0 #> 41        0       0       0       0       0       3       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       9       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       1       0       5       0       0       0       0       0 #> 53        0       0       0      82      36       0       0       0       0 #> 54        0       0       0       0       0       0     132       0       0 #> 55        0      33       0       0       0       0       0       0       0 #> 56        0       0       0       8       0       0       0       0       0 #> 57        0       5       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       1       0       0       7       0       0       0 #> 60        0       1       0       0       0       0       0       0       0 #> 61        0       0       0       0       2       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       1       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       8       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       2       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1117 ASV1118 ASV1120 ASV1121 ASV1122 ASV1124 ASV1125 ASV1126 ASV1127 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       6       0 #> 5         0       0       0       0       0       0       0       0       1 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       1 #> 12      140       0       0       0       0     139       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0     140       0       0       0       0       0       1       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       4       0       0 #> 28        0       0      64       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       5       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0     134       0       0 #> 54        0       0       0      62       0       0       0       0     136 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       1       0       0       0     102       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0      11       0 #> 61        0       0       0      18       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0      26       0       0       0       0 #> 66        0       0       9       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1128 ASV1129 ASV1131 ASV1132 ASV1133 ASV1134 ASV1135 ASV1137 ASV1138 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0      32       0       0       0       0       1      24 #> 5         0       0       0       0       0       0       0       0       0 #> 6         5       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         2       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0     136       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       1       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       2       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       1 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        3       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0     133       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0      16       0 #> 28        0       0       0       0       0       0       3       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        9       0       0       0       0       0       0       0       0 #> 34        9       0       0       0       0       0       0       0       0 #> 35        2       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       1       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        8       0       0       0       0       0       0       0       0 #> 40       13       0       0       0       0       0       0       0       0 #> 41       13       0       0       0       0       0       0       0       0 #> 42        0       9       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0      56 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0     101       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       1       0       0       0 #> 51        0       0       0       0       0       0     134       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       1       0       0       0       0       0       0       0 #> 58        6       0       0       0       0       0       0       0      12 #> 59        9       0       0       0       0       0       0       0       0 #> 60        0       0      14       0       0       0       0      91       0 #> 61        0       0       0       1       0       0       0       3       0 #> 62        0       0      65       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        3       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        2       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1139 ASV1141 ASV1143 ASV1144 ASV1146 ASV1147 ASV1148 ASV1150 ASV1151 #> 1         0       0       0       0       0       0       0       0      11 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       4       0       0       0       0       4 #> 6         0       0       0       0       0       0       0       0       0 #> 7        55       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0     132       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       1       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0     130       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       1       0       0       0 #> 37        4       0       0       0       0       0       0       0       6 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       1 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0     132       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        5       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        4       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0      12       0       0 #> 54        0       0     131       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       1 #> 57       15       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       2       0       0       0     124       0 #> 60       16       0       0       0       0       0       0       0       0 #> 61        4       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0     113       0       0       0       1       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       9       0 #>     ASV1152 ASV1154 ASV1155 ASV1156 ASV1157 ASV1158 ASV1159 ASV1160 ASV1161 #> 1         0       0       0       0       0       0       0       0       0 #> 2        83       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         1       0       7       0       0       4       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       1       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       1       0       5       0 #> 12        0       0       0       5       0       0       0       1       0 #> 13        0     115       0       0       0       0       0       0       1 #> 14        0       0       1      14       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0      18       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       6       0       0 #> 26        0       0       0      20       0       0       0       0       0 #> 27        0       0       0       0       0       0      95       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        1       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0      94       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       2       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       5       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       8 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       5       0       0       0       0       0 #> 53        0       0       0       1       0       0      22       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       1       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0      12       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       6       0       0 #> 62       43       0       0       0       0       0       0       0       0 #> 63        0       0       0       1     132       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       2 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0      11       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1162 ASV1163 ASV1164 ASV1165 ASV1166 ASV1167 ASV1168 ASV1169 ASV1171 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0     129       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       2       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0      60 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0      41       0       0       0       0       0       0       0 #> 12        0       0      10       0       0       3       0       0       1 #> 13        0      25     117       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       1       0       0 #> 20        0       0       0       7       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       6       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       1       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       4 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       1 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       8       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0      67       0       0       0 #> 54      120       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0      38       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0      58       0       0       0       0       0       0       0 #> 62        0       0       0       0       0      18       0       0       3 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0     123       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1172 ASV1173 ASV1174 ASV1175 ASV1176 ASV1177 ASV1178 ASV1179 ASV1180 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       9       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        1       0       0       3       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13       49       0       0       0       0       0       0       0       0 #> 14       49       0       0       0       1       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       1 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       1       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       3       0       1       0       0      41 #> 21        0       0       0       0       0       0       0      35       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       7       0       6       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0      31       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       1       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        1       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       1       0       0       0 #> 53        0       0       0       0       7       0       0       0       0 #> 54        1       0       0       0       0       0       0       0      65 #> 55        0       0       0       0       0       0     127       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       1 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       2 #> 62        0       0       0       0       0       0       0       0       0 #> 63        1       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       3       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1181 ASV1182 ASV1184 ASV1185 ASV1186 ASV1187 ASV1188 ASV1189 ASV1190 #> 1         0     114     120       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0      13       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0      37       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0      29       0       0       0       0 #> 12        0       0       0       1       0     100       0       0       0 #> 13        0       0       0       1       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       1       0       0       0 #> 18        0       0       0       0       0       7       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0      10 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       1       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0      10       0       0       0       0 #> 28      126       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       1       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       7       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       1 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       6       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0      10       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       1       0       0       0       2       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       3       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0      14     111 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0      21       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1192 ASV1193 ASV1194 ASV1195 ASV1197 ASV1198 ASV1199 ASV1200 ASV1203 #> 1         5       0       0       0       0       0       0       0      88 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       4 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       2       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       2       0       0       0 #> 11        3       0       0       0       0       0       0       0       1 #> 12        0       0       0       0       0       0     118       0       1 #> 13        3       0       0       0       0       0       0       0       3 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        5       0       0       0       0       0       0      92       0 #> 17        0       2       0       0       0       0       0       0       1 #> 18        0       0       0       0       0       0       0       0       3 #> 19        0     115       0       0       0       0       0       0       0 #> 20        4       0       2       0       0       0       3       0       0 #> 21       11       0       4       0       0       0       0       0       0 #> 22        0       0       0       0       0       3       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24       13       0       0       0       0       0       0       0       2 #> 25        3       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        6       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       3       0       0       0 #> 31        0       0       0       0       0       7       0       0       0 #> 32        0       0       0       0       0       2       0       0       0 #> 33        0       0       0       6       0       2       0       0       0 #> 34        0       0       0      27       0       9       0       0       0 #> 35        0       0       0      79       0       1       0       0       0 #> 36        0       0       0       0       0       2       0       0       0 #> 37        0       3       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0      29       0 #> 39        0       0       0       0       0       6       0       0       0 #> 40        0       0       0       0       0       8       0       0       0 #> 41        0       0       0       0       0       7       0       0       0 #> 42        2       0       0       0       0       0       0       0       1 #> 43        0       0       0       0       0       4       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       1       0       0       0 #> 57       25       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       3       0       0       1 #> 59        0       0       1       0       0       2       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0      57       0       0       0       0       0       0 #> 64        9       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1204 ASV1205 ASV1206 ASV1207 ASV1208 ASV1209 ASV1210 ASV1211 ASV1212 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7        31       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0      93       0 #> 13        0       0       0       0       0       0       0       0       1 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       9 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       1       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       2       0       0       0       0 #> 25       28      43       0       0       0       0       0       0       8 #> 26        0       0       3       0       0       0       0       0       0 #> 27        0       0      11       0       0       0       0       0       1 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       7       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37       55       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0      11       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0     118       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       1       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1213 ASV1214 ASV1215 ASV1216 ASV1217 ASV1218 ASV1219 ASV1221 ASV1223 #> 1         0       0       0       6       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       3       0       0       0       0 #> 5         0       0       0      48       0       0       0       0       1 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       1       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       2       0       0       5       0       1 #> 12        0       0       0       0       0       5       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0      17       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        5       0       0       1       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       4       0 #> 26        0       0       0       1       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       1       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        3       0       0       1       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0      13       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       2       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       4       0       0 #> 55        0       0       0       0       0       0       0     105       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0     117       0       0       0       0       0       4       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       2       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       1 #> 66        1       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1224 ASV1225 ASV1226 ASV1227 ASV1228 ASV1229 ASV1230 ASV1231 ASV1232 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       3       0       0 #> 3         0       0       0       0       0       0       0       2       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       1       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       1 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       2       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        5       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       8       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        1       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24       35       0       0       0       0       0       1       0       0 #> 25        1       0       0       0       0       0       0       7       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       6       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       4       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0      80       0       0       0       0       7       0       0 #> 48        0       0       0       0       0       0       2       4       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        5       0       0       0       0       0      35      37       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       1 #> 54        0       0       0       0       0       0       0       9       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0      94       0       0       0       0       0 #> 57       13       0       0       0      95       0      10       0       0 #> 58        0       0       0       0       0       0       0       0       1 #> 59        0       0       0       5       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       1 #> 61        0       0       0       0       0       0       1       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        3       0       0       0       0       0      13       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       2 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1233 ASV1234 ASV1235 ASV1236 ASV1238 ASV1239 ASV1241 ASV1242 ASV1243 #> 1         0       0       0      11       0       0       0       6       0 #> 2         0       0       0       0       1       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0      47       0       0       0       0       1 #> 6         0       0       0       0       0       1       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11       34       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0      26       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        4       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0      24       0       0       0 #> 27        0       0       0       0       0       0       0       0       4 #> 28        0       0       0       2       0       0       0       0       1 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0      23       0       0       0 #> 35        0       0       0       0       0       0       0       0       2 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0      53       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        4       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       1       0       0       1       0       0       0       0 #> 51        0       0       0       0       0       0       0     105       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       3       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        3       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       6       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0     100       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        2       0       0       1       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1245 ASV1246 ASV1247 ASV1251 ASV1252 ASV1253 ASV1254 ASV1255 ASV1257 #> 1         0       5       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       2 #> 4         0       0       1       0       0       0       0       0       0 #> 5         0       5       2       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0      10       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0      58       3       0       0       0 #> 12        0       0       0       0       0       0       2       0       0 #> 13        0       0       0       0      40       2       0       0       0 #> 14        0       0       0       0       0       0       3       0       0 #> 15        0       0       0       0       1       8       0       0       0 #> 16        0       0       0       0       0       0       0       0      67 #> 17        0       0       0       0       0       0       0       0      11 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       1 #> 20        0       0       0       0       0       9       0     109       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       1       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28       36       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       9       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        2       0       0       0       0       0       0       0       0 #> 37        0       1       0       0       0       3       8       0       0 #> 38        0       0       0       0       0       0       0       0       3 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0      21       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48       12       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       1       0       0       0      11 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0      18       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       2       0       0 #> 55        0       0       0       0       0      67       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       1       0       0       0       0       0       0 #> 61        0       0       0       0       7       0       0       0       0 #> 62        0       0      66       0       0       0       0       0       0 #> 63        0       0       0       0       1       0       0       0       0 #> 64        1       0       0       0       0       1       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1258 ASV1259 ASV1260 ASV1261 ASV1262 ASV1263 ASV1264 ASV1265 ASV1266 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       1       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       7       0       0       0       0 #> 5         0       0       0       0       0       1       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         1       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        1       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0      12       0       0      85       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       2       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        7       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        2       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       5       0      15       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       2       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0      20       0 #> 39        0       0      23       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       1       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0      33       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       6       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        1       0      10       0       0       0       0       0       0 #> 57        0       0       0       2       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0      99       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       9       0       0       0      91       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1267 ASV1268 ASV1269 ASV1270 ASV1271 ASV1272 ASV1273 ASV1274 ASV1275 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         4       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0      29 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0      10 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       1       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       3       2       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0      84       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       9       0       0       0       0       0       0 #> 20        0      89       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       1 #> 27        0       1       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0      12 #> 37        0       0       0       9       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       5       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       1       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0      70     102       0       0       0       0 #> 50        2       0       0       0       0       2       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       4       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       3       1       0       0       0       0 #> 57        0       0       0      10       0       2       0       0       0 #> 58        0       0       0       0       1       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62       89       0       0       1       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       1       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       2       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1276 ASV1278 ASV1279 ASV1280 ASV1281 ASV1282 ASV1283 ASV1284 ASV1285 #> 1         0       1       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0      21       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       2       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        5       2       0       0       0       0       0       0       0 #> 17        0       0       2       0       0       0       0       0       0 #> 18        0       0      13       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0      32       0       0       0       0       0       0       0 #> 25        1       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0     104       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0     104       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       1       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       4      57       0       0       0       0       0       0 #> 43        0       0       0       0       0       1       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       1       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       4       0       0 #> 51        0       6       8       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0      82       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0     102 #> 56        0       0       0       0       0       5       0       0       0 #> 57        0       2       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       1       0       0       0 #> 60        0       0       0       0       0       0       0       1       0 #> 61        0       0       0       0       0       0       0       1       0 #> 62        0       0       0       0       0       0      99       1       0 #> 63        0       2       0       0       0       0       0       0       0 #> 64        0       4       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1286 ASV1287 ASV1288 ASV1289 ASV1290 ASV1291 ASV1293 ASV1294 ASV1295 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       2       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       1       0       0 #> 13        0       0       0       0       0       0       1       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0      18       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       1       0       0 #> 19        0       0       0       0       0       0       1       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0      98       0       0       0       4       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0      67       0       0       0       0       0 #> 27        0       0       0       0       1       0       0       0       0 #> 28        0       2       0       0       1       0       0      70       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       5       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0     102 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       2       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0      17       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       3       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       1       0       0      31       0       0 #> 57        1       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       2       0       0 #> 60        0       0       0       0       0       0       4       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0      23       3       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0      91       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1296 ASV1297 ASV1298 ASV1300 ASV1301 ASV1302 ASV1303 ASV1304 ASV1305 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       1       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       2       3       0       0       0       0 #> 12        0       0       0       0       0       1       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       1       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       4       0       0 #> 26        0       0       0       0       0       0       0       6       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       5       0 #> 29        0       0       0       0       0      18       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       1       8       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       2      21       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       1       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       3       0       0     100 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61       25       0       0       0       0       2       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0      19       0       0       0       0       1       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       7       0       1       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1307 ASV1310 ASV1311 ASV1312 ASV1313 ASV1314 ASV1315 ASV1316 ASV1317 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0      59       0       0       0       0       0       0       0 #> 4         0       7       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0      12       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0      58       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0      70       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0      97       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       3       0       0 #> 17        0       1       0       0       0       0       0       0       0 #> 18        0      25       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       2       0       0 #> 21        0       0       0       0       0       0       7       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       8       0       0 #> 25        0       0      15       0       0       0      12       0       0 #> 26        0       0       0       0       3       0       0      63       0 #> 27        0       0       4       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       8       0 #> 35        0       0       0       3       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       1       0       0 #> 38        0       0       0       0       0       0       0       0       1 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       1       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       3       0       0       0       1       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       2       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57      100       0       0       0       0       0       3       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       1       0       0       0       0       7 #> 60        1       0       1       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       7       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1319 ASV1320 ASV1321 ASV1322 ASV1323 ASV1324 ASV1325 ASV1326 ASV1327 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         1       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0      91       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       7       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       1 #> 12        0       0       3       0       0       0       0       0       0 #> 13        0       0       7       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       4       0 #> 18        0       0       0       0       0       0       0       2       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        5       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       2       0       0       0       0       0       0 #> 25        0       0       5       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0      34 #> 27        0       0       2       0       0       0       0       0       0 #> 28        0       0       0      99       0       0       0       0       0 #> 29        0       0       1       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       2 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       2       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       1       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       1 #> 40        0       1       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       4       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        4       0       0       0      46       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0      29       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0      10       0       1       0       0      23       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       1       0       1       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       1 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1328 ASV1330 ASV1331 ASV1332 ASV1333 ASV1334 ASV1335 ASV1336 ASV1337 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       4       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       1       0       0       0       0       0 #> 12        0       0       0       0       0       0       1       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0      19       0       0 #> 15        0       0       0       0       0       0       0      10       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       1       0       0       0       0       0 #> 19        0       0       0       0       0       0       1       0       0 #> 20       16       0       0       0       0       0       0       1       0 #> 21        0       0       0       0       0       0       0       0       1 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       1       0       0       0       0       1 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       1       0 #> 27        0       0       0       0       0       6       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       2       0       0       3       0       0 #> 38        0      97       0       0       0       0       0       0      11 #> 39        0       0       0       0       0       4       0       0       0 #> 40        0       0       0       0       0       6       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       2 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        2       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       4       0       0       0       0       0 #> 50        0       0       0       0       0       0       1       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       2       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       2       0 #> 55        0       0       0       0       0       0       0       0       7 #> 56        0       0       0      15       0       0       0       0       0 #> 57        0       0       0       2       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       1       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       1       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       2       0       0       0       0       0 #> 64        0       0       0       0       0       0       0      31       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       1       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68       15       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1338 ASV1340 ASV1341 ASV1342 ASV1344 ASV1345 ASV1349 ASV1350 ASV1351 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0      13       0       5       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       2       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0      26       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       1       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       1       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0      19       0       0       0       0       0       0       0 #> 25        0      20       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       6       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0      11       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       1       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0      85 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       2       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        2       0       0       0       0       0       0       8       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0      32       0       0       0 #> 60        0       0       0      59       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       8       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       1       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0      19       0       0       0 #>     ASV1352 ASV1353 ASV1354 ASV1355 ASV1356 ASV1358 ASV1359 ASV1360 ASV1361 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0      92       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0      46       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0      91       0       0       0       1       0 #> 12        0       0       0       0       3       0       1       0       1 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0      17       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       9       0       0 #> 17        0       0       0       0       1       0       0       0       0 #> 18        0       0       0       0       1       0       0       0      89 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0      17       0       0 #> 25        0       0       0       0       0       0       2       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       3       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       1 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       2       0       0       0       0 #> 45        0       0       0       0      58       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       1       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       2       0       0 #> 51        0       0       0       1       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       8       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59       11       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       1       0       0 #> 61        0       1       0       0      27       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       2       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1362 ASV1363 ASV1364 ASV1365 ASV1366 ASV1367 ASV1368 ASV1369 ASV1370 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       1       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       1       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       1       0       1       0       0       0 #> 8         0       0       0       0       0       0      51       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0      89       0       0       0 #> 11        0       0       0       0      29       0       0       6       0 #> 12        0       0       0       0       0       0       0       1       0 #> 13       46       0       0       0       0       0       0       0       3 #> 14       38       0       0       0       0       0       0       0       3 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       1       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0      18      62 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       5       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       1       0       0       0       0       0 #> 25        0      89       0       0       1       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0      36       0       0       0       0 #> 28        0       0       0       2       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       1       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       1       0       0       0       1       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0      19       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0      18       0       0       0       0       5 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       1       1       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       2       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        1       0       0       0       1       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       1       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       1       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       7       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1371 ASV1372 ASV1373 ASV1374 ASV1375 ASV1376 ASV1377 ASV1378 ASV1379 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0      38 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        1       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        5       1       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27       81       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0      33       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0      69       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0      38       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0      16       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       4       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       3       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0      22       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       1       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1380 ASV1381 ASV1384 ASV1385 ASV1386 ASV1387 ASV1388 ASV1389 ASV1390 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0      29       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0      87       0       0      81       0       0       0 #> 13        0       0       0       0       0       0       1       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0      59       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        1       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       1       0       0       1       0       0       0 #> 21        0       0       0       0       2       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        3       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       1       0       0       0       0       0      22       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        1       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0      82       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       1       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54       74       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       1       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       2       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0      36       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1392 ASV1393 ASV1394 ASV1395 ASV1396 ASV1397 ASV1398 ASV1399 ASV1400 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       7       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        2       0       0       0      12       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       7       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       4       1       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       8       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       6       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0      76       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       1       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       4       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       8       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0      81 #> 57        0       0       0       0       0       4      22       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       1       0       0       2       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       3       0       0       2       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1401 ASV1402 ASV1403 ASV1404 ASV1405 ASV1406 ASV1407 ASV1408 ASV1409 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0      84       0       0       0       0       0       0       4 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0      14 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       2 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0      14       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       2 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0      24       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       1 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       3 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0      84       0       0       0       0 #> 50        0       0       0       0       0      11       0       0       1 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0      24       0       0       0       0       0       1 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       2 #> 61        0       0       0       0       0       0      84       0       0 #> 62        0       0       0       0       0      37       0       0       0 #> 63        0       0       0       0       0       0       0      83       2 #> 64        0       0       0       0       0      32       0       0       1 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1410 ASV1412 ASV1413 ASV1414 ASV1415 ASV1416 ASV1417 ASV1418 ASV1419 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0      11       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6        13       0       0       0       0       0       0       0       4 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       5       0       0       0       0       0 #> 16        0       0       0       0       0       0       0      55       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       1 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0      68       0       0       0       0 #> 30       21       0       0       0       0       0       0       0       0 #> 31        4       0       0       0       0       0       0       0       0 #> 32        6       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0      48 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       7 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0      10       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       3       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63       11       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0      17       0       0       0       0       0       0       1 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1420 ASV1421 ASV1422 ASV1423 ASV1424 ASV1425 ASV1426 ASV1427 ASV1428 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       1       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8        70       0       0       0       0       0       0       2       0 #> 9         0       3       0       0       0       0       0       0       9 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       1       2       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       8       0       0       0       0       0       0       0 #> 14        0       7       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0      38       0       0       0       0       1 #> 22        0       0       0       0       0       0       0       1       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       1       0       0       0       0       0       0      22 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       2 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       4 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       5       0 #> 34        0       0       0       0       0       0       0       8       0 #> 35        0       0       0       0       0       0       0       9       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       3       0       0       0       0       0       0      19 #> 38        0       0       0       0      53       0       0       0       0 #> 39        0       0       0       0       0       0       0       2       0 #> 40        0       0       0       0       0       0       0       6       0 #> 41        0       0       0       0       0       0       0       4       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       1 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        5       0       0       7       0       0       0       0       0 #> 48        0       5       0       0       0       0       0       0       2 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       3 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0      26       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       3       0       0       0       0       0       0       2 #> 58        6       0       0       0       0       0       0       2       0 #> 59        0       0       0       0       0      24       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       1       0       0       0       0       0       0       2 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       3       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1430 ASV1432 ASV1433 ASV1434 ASV1435 ASV1436 ASV1437 ASV1438 ASV1442 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0      12       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       1       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        1       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       3       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0      34       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0      28       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0      75       8       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       2       0 #> 29        0       0       0       1       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0      19       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0      59 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49       76       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       1       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       1       0       0 #> 60        0       0       0      19       0       0       0       0       0 #> 61        0       0       0       0      57       0       0       0       0 #> 62        0       0       0       9       0       0       0       0       0 #> 63        0       0       0       5       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0      45       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1443 ASV1444 ASV1447 ASV1448 ASV1449 ASV1450 ASV1451 ASV1452 ASV1453 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       2       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0      19       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       4       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        2       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0      78       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24       14       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       1       0      77       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        1       0       0       0       1       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0      23       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        5       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        1       0       0       0       0       0       0       0      77 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        4       0       0       0       0       0       0       0       0 #> 52        1       0       0       0       0       0       0       1       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0      52       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        8       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1454 ASV1455 ASV1456 ASV1457 ASV1458 ASV1459 ASV1460 ASV1461 ASV1462 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0      73       0       0       0       0 #> 4         0       0       0       0       3       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0      48       0       0       0 #> 13        0       0       0       0       0      16       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0      14      72       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       3       0       0      13 #> 21        0       0       0       0       0       0       0       0       4 #> 22        0       0       0       0       0       3       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       4 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       9 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       3 #> 45        0       0       0       0       0       0       0       0       0 #> 46        5       0       0       0       0       0       0       1       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       2 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       9 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       3       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       6 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1463 ASV1465 ASV1466 ASV1467 ASV1468 ASV1469 ASV1470 ASV1471 ASV1472 #> 1         0       0       8       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       4       0       0       0       0       0 #> 5         0       0       2       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       5       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0      35       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0      75      75       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        1       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34       46       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0      71 #> 37        0       0       2       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       1       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       6       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       1       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       4       0       0       0       0       0 #> 61        0       0       0      56       0       0       0       0       0 #> 62        0       0       0       3       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        3       0       0       0       0      11       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1476 ASV1477 ASV1478 ASV1479 ASV1480 ASV1481 ASV1482 ASV1483 ASV1484 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       1       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       1       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0      26       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       1 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       8       1       0       0       0       0       0 #> 12        0       0       0       0      74       0       0       1       0 #> 13        0       0       0       0       0       0       0       2       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       1       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       9       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       2       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0      44 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       6       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       3       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       1       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       1       0       0       0       0       0       0       0 #> 40        0      43       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       2       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0      32       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       7 #> 54        0       0       0       0       0       0       0       4       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       3       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       2       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0      41       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       2 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1485 ASV1486 ASV1487 ASV1488 ASV1489 ASV1490 ASV1492 ASV1493 ASV1494 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       6       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12       73       3       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0      37       0 #> 14        0       0       0       0       0       0       0       1       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0      59       3       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       3 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0      10       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       4 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       2       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       6       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0      73       0       0      30       0 #> 48        0       1       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       2       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       6 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       4       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0      24 #> 61        0       0       0       0       0       0       0       1       6 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0      54       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1495 ASV1496 ASV1497 ASV1498 ASV1500 ASV1501 ASV1502 ASV1503 ASV1504 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0      63       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0      52       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       1       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        1       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0      10       0       0       0 #> 26        0       0       0       0       0       0       9       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0      69       0 #> 29        1       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       8       0       0       0       0       0       0       0 #> 34        0      27       0       0       0       0      17       0       0 #> 35        0      26       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0      13 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       2       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       6       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48       24       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0      52       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0      11 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       2       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1507 ASV1509 ASV1510 ASV1513 ASV1515 ASV1516 ASV1517 ASV1518 ASV1521 #> 1         0       0       0       4       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       3 #> 5         0       0       0       2       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0      39       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0      64       0       0       0       0 #> 13        0       0       0       0       0       8       0       0       0 #> 14        0       0       0       0       0      21       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0      24 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       1 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       1       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       2       0       0       0       0       1 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       1       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       1       0 #> 41        0       0       0       2       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       6       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       1       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0      34 #> 56        0       0       0       0       0       0       0       2       0 #> 57        0       0       0       0       0       3       0       0       1 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        1       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0      20       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        7       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       1       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1523 ASV1524 ASV1525 ASV1526 ASV1527 ASV1528 ASV1529 ASV1531 ASV1532 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       2       0 #> 5         0       0       0       0       0       0       0       0      36 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        2       0       0       0       0       0       0       0       8 #> 12        0      66       0       0       0       0       0       0       0 #> 13        0       0      12       0       0       0       0       0       0 #> 14        0       0      13      39       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0      18       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28       11       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       1       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       4 #> 42        0       0       0       0       0       0       0       0       1 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0      40       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       1       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       1       0       0       0       0       0       0 #> 65        0       0       0       0      65       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1533 ASV1534 ASV1535 ASV1536 ASV1537 ASV1538 ASV1539 ASV1541 ASV1542 #> 1         0       0       0      15       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0      53       0       0       0       8 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0      63      63       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        3       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       2       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       2       0       0       0       0       0 #> 38        0       0       0       0       8       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       1       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0      52       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       5       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       1       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       1       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1543 ASV1544 ASV1545 ASV1546 ASV1548 ASV1549 ASV1550 ASV1551 ASV1552 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       1       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       4       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0      15       0       0       0       0 #> 18        0       0       0       0       0       0       0       0      12 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0      55       0 #> 36        0       0       0       0       0       5       0       0       0 #> 37       56       2       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       5       0       0       0 #> 42        0       4       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       8       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0      29       0       0       0       0       0       0       0 #> 51        0       0       0       0      40       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0      15 #> 57        0       0       0       0       1       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       6       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       1       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1553 ASV1554 ASV1557 ASV1558 ASV1559 ASV1560 ASV1561 ASV1562 ASV1563 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       2       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       2       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       4       0       0       0      58       1       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       2       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0      58 #> 27        0       0       0       0       0       0       0       0       0 #> 28        1       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       1       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       1       0       0       0 #> 33        0       0       0       0       0       1       0       0       0 #> 34        0       0       0       0       0       1       0       0       0 #> 35        0       0       0       0       0       2       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0      19       0       0       0       0       1       0 #> 38        0       0       0      36       0       0       0       0       0 #> 39        0       0       0       0       0       1       0       0       0 #> 40        0       0       0       0       0       1       0       0       0 #> 41        0       0       0       0       0       2       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       1       0       0       0 #> 44        0       0       0       6       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       3       0       0       0       0       0 #> 48        2       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       1       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       1       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       2       0      49       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        4       0       0       0       0       3       0       0       0 #> 59        0       0       0       0       0       1       0       2       0 #> 60       47       0       0       0       0       0       0       0       0 #> 61        0       0       3       0       0       1       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       1       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       2       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       1       0       0       0 #> 68        6       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1564 ASV1565 ASV1568 ASV1569 ASV1570 ASV1571 ASV1573 ASV1574 ASV1575 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       1       0       0       0       0       5      15 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       1      25       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       1       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0      20       0       0       0       0 #> 18        0       0       0       0       7       0       0       0       0 #> 19        0       0      27       0       2       0       0       0       0 #> 20        0       0       0      32       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       2       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       1       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       9       0       0       0 #> 29        0       0       3       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33       17       0       0       0       0       0       1       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0      46       0       0 #> 36        0       0       0       0       0       0       1       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0      24       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       4       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       3       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0      13       0       0       0       0      44       0 #> 59        0       0       0       0       0       0       0       2       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0      34       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       1       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1576 ASV1577 ASV1578 ASV1580 ASV1581 ASV1582 ASV1583 ASV1584 ASV1585 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         2       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       8       0       0       0       0       0       0       0 #> 11        0       0       1       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       5       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       3       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0      51       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0      43 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0      47       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       6       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       1       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0      19       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1586 ASV1587 ASV1588 ASV1589 ASV1591 ASV1592 ASV1593 ASV1594 ASV1595 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0      20      31       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       1       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0      12       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0      51       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       1       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0      32       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        2       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42       20       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       2       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0      55       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57       27       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       2       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        5       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0      53 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1597 ASV1600 ASV1601 ASV1602 ASV1603 ASV1604 ASV1605 ASV1606 ASV1607 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       1       1       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       2       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0      14       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       1       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       1       0       0       0       1       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       3       0       0       8       0       0 #> 25       52       0       0       0       0       0       1       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0      49       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       3       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       1       0       0       0      41 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       1       0       0 #> 48        0       0       0      20       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       4       0      39       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       1       0       0 #> 53        0       0       0       0       0       0       1       0       0 #> 54        0       0       0       0       0       0       1       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       5       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       1       0       0       5       1       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0      40       0       0       0       0       0       0 #> 69        0       0       0       0      23       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1609 ASV1610 ASV1611 ASV1612 ASV1613 ASV1614 ASV1615 ASV1616 ASV1618 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       1       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       1       0       0       0       0 #> 13        0       0       0       0       2       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18       20       0       0       2       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       6       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       1       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0      23       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       4       0       0       4       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       6       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0      44       0       0       0       2       0 #> 63        0       0       0       0      12       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0      11       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1620 ASV1621 ASV1622 ASV1624 ASV1625 ASV1627 ASV1628 ASV1629 ASV1630 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       2       0       0       0       0       0 #> 5         0       0       0      37       0       0       0       0       0 #> 6         0       0       0       0       0       0       6       0       5 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       3       0       0       0       0 #> 11        0       0       0       1       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       1       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        6       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       1       0 #> 19        3       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0      11       0       0       0       0 #> 27        0       2       0       0       5       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       2       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0      43       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0      42       0       0       0       0       0       8       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0      24       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0      43       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1631 ASV1632 ASV1633 ASV1634 ASV1635 ASV1636 ASV1638 ASV1639 ASV1641 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0      19       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0      12       1 #> 12        0      10       0       0       0       0       0       0       0 #> 13        0       0       0       0       1       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       1       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       1       0       0       1       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        3       0       0       1       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       2       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0      12       6       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       2       2       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       3       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       1       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0      33       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       2 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1642 ASV1644 ASV1645 ASV1648 ASV1649 ASV1650 ASV1651 ASV1653 ASV1654 #> 1         0      11       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       1       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8        36       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0      17       0       0       1       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       5       0       0       0       0 #> 17        0       0       0       0       0       0       0       1       0 #> 18        0       0       0       0       0       6      33       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       1       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       6       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       1       0       0       0       0       0       0 #> 50        0       0       0       0       8       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       2       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       3       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1656 ASV1657 ASV1658 ASV1661 ASV1662 ASV1663 ASV1664 ASV1665 ASV1666 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       5 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        6       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       5       0       0       0       0       0       0       0 #> 34        0       1       1       5       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       5       0       0       0       0       0 #> 37        1      18       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       1       0       0       0 #> 43        0       0       0       2       0       0       0       0       0 #> 44        1       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0      27       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       1       0       0       0       0       0 #> 57        0       0       0       0       0       0       1       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       1       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       1       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0      29       3 #> 66        0       0       1       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1667 ASV1670 ASV1671 ASV1672 ASV1673 ASV1674 ASV1677 ASV1680 ASV1681 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       2       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       1       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       0       0       0       0       0 #> 19        0       0       1       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       1       0       0       0 #> 22        0       0       0       0       0       2       0       0       0 #> 23        0       0       0       0       0       0       0       0       2 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       2       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0       0       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       1       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       1       0       0       0 #> 37        0       0       2       0       0       0       0       0       0 #> 38        0       0      21       0      22       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44       18       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       3       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       1       0       0       0 #> 57        0       0       0       0       0       0       0       0       1 #> 58        0       0       0       0       0       2       0       0       0 #> 59        0       0       0       0       0       2       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        1       0       0       0       0       2       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       2       0       0       0 #> 66        0       0       0       0       0       1       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        6       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1683 ASV1684 ASV1687 ASV1689 ASV1690 ASV1691 ASV1694 ASV1697 ASV1704 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       2       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       1       0       1       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       0       0       0       0       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14       18       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       0       0 #> 17        0       0       0       0       0       0       0       0       0 #> 18        0       0       0       0       2       0       0       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       2       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0      11       0       0       0       0       0       0 #> 26        0       0       0       0       0       4       0       0       0 #> 27        0       0       0       0       0       1       0       1       0 #> 28        0       1       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       2       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       3       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       3       0       0       0       0       0 #> 43        0       1       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       7       0       7       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       1       0       0       0       0      16       0       0 #> 55        0       0       0       0       0       0       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        2       0       0       0       0       0       0       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1705 ASV1706 ASV1707 ASV1708 ASV1709 ASV1710 ASV1712 ASV1714 ASV1716 #> 1         0       0       0       0       0       0       0       0       0 #> 2         0       0       0       0       0       0       0       0       0 #> 3         0       0       0       0       0       0       0       0       0 #> 4         0       0       0       0       0       0       0       0       0 #> 5         0       0       0       0       0       0       0       0       0 #> 6         0       0       0       0       0       0       0       0       0 #> 7         0       0       0       0       0       0       0       0       0 #> 8         0       0       0       0       0       0       0       0       0 #> 9         0       1       0       0      10       0       0       0       0 #> 10        0       0       0       0       0       0       0       0       0 #> 11        0       0       0       0       0       0       0       0       0 #> 12        0       0       0       0       0       0       0       0       0 #> 13        0       0       0       0       0       0       0       0       0 #> 14        0       0       0       0       0       0       0       0       0 #> 15        0       0       0       0       0       0       0       0       0 #> 16        0       0       0       0       0       0       0       8       0 #> 17        0       0       0       0       0       0       0       0       8 #> 18        0       2       0       0       0       0       1       0       0 #> 19        0       0       0       0       0       0       0       0       0 #> 20        0       0       0       0       0       0       0       0       0 #> 21        0       0       0       0       0       0       0       0       0 #> 22        0       0       0       0       0       0       0       0       0 #> 23        0       0       0       0       0       0       0       0       0 #> 24        0       0       0       0       0       0       0       0       0 #> 25        0       0       0       0       0       0       0       0       0 #> 26        0       0       0       0       0       0       0       0       0 #> 27        0       0      10       0       0       0       0       0       0 #> 28        0       0       0       0       0       0       0       0       0 #> 29        0       0       0       0       0       0       0       0       0 #> 30        0       0       0       0       0       0       0       0       0 #> 31        0       0       0       0       0       0       0       0       0 #> 32        0       0       0       0       0       0       0       0       0 #> 33        0       0       0       0       0       0       0       0       0 #> 34        0       0       0       0       0       0       0       0       0 #> 35        0       0       0       0       0       0       0       0       0 #> 36        0       0       0       0       0       0       0       0       0 #> 37        0       0       0       0       0       0       0       0       0 #> 38        0       0       0       0       0       0       0       0       0 #> 39        0       0       0       0       0       0       0       0       0 #> 40        0       0       0       0       0       0       0       0       0 #> 41        0       0       0       0       0       0       0       0       0 #> 42        0       0       0       0       0       0       0       0       0 #> 43        0       0       0       0       0       0       0       0       0 #> 44        0       0       0       0       0       0       0       0       0 #> 45        0       0       0       0       0       0       0       0       0 #> 46        0       0       0       0       0       0       0       0       0 #> 47        0       0       0       0       0       0       0       0       0 #> 48        0       0       0       0       0       0       0       0       0 #> 49        0       0       0       0       0       0       0       0       0 #> 50        0       0       0       0       0       0       0       0       0 #> 51        0       0       0       0       0       0       0       0       0 #> 52        0       0       0       0       0       0       0       0       0 #> 53        0       0       0       0       0       0       0       0       0 #> 54        0       0       0       0       0       0       0       0       0 #> 55        0       0       0       0       0      10       0       0       0 #> 56        0       0       0       0       0       0       0       0       0 #> 57        0       0       0       0       0       0       0       0       0 #> 58        0       0       0       0       0       0       0       0       0 #> 59        0       0       0       0       0       0       0       0       0 #> 60        0       0       0       0       0       0       0       0       0 #> 61        0       4       0       0       0       0       6       0       0 #> 62        0       0       0       0       0       0       0       0       0 #> 63        0       0       0       0       0       0       0       0       0 #> 64        0       0       0       0       0       0       0       0       0 #> 65        0       0       0       0       0       0       0       0       0 #> 66        0       0       0       0       0       0       0       0       0 #> 67        0       0       0       0       0       0       0       0       0 #> 68        0       0       0       0       0       0       0       0       0 #> 69        0       0       0       0       0       0       0       0       0 #> 70        0       0       0       0       0       0       0       0       0 #>     ASV1719 ASV1726 #> 1         0       0 #> 2         0       0 #> 3         0       0 #> 4         0       0 #> 5         0       0 #> 6         0       0 #> 7         0       0 #> 8         0       0 #> 9         0       0 #> 10        0       0 #> 11        0       0 #> 12        0       2 #> 13        0       0 #> 14        0       0 #> 15        0       0 #> 16        0       0 #> 17        0       0 #> 18        0       0 #> 19        0       0 #> 20        0       0 #> 21        0       0 #> 22        0       0 #> 23        0       0 #> 24        0       0 #> 25        0       0 #> 26        0       0 #> 27        0       0 #> 28        0       0 #> 29        0       0 #> 30        0       0 #> 31        0       0 #> 32        0       0 #> 33        0       0 #> 34        0       0 #> 35        0       0 #> 36        0       0 #> 37        0       0 #> 38        0       0 #> 39        0       0 #> 40        0       0 #> 41        0       0 #> 42        0       0 #> 43        0       0 #> 44        0       0 #> 45        0       0 #> 46        0       0 #> 47        0       0 #> 48        0       0 #> 49        0       0 #> 50        0       0 #> 51        0       0 #> 52        0       0 #> 53        0       0 #> 54        0       0 #> 55        0       0 #> 56        0       0 #> 57        0       0 #> 58        0       0 #> 59        0       0 #> 60        0       0 #> 61        0       0 #> 62        0       0 #> 63        0       0 #> 64        0       0 #> 65        0       0 #> 66        0       0 #> 67        0       0 #> 68        0       0 #> 69        0       0 #> 70        0       0 #>  [ reached getOption(\"max.print\") -- omitted 115 rows ]"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"Note taxa order physeq object tree locked order leaf phylogenetic tree.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"","code":"reorder_taxa_pq(physeq, names_ordered, remove_phy_tree = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. names_ordered (required): Names taxa (must taxa taxa_names(physeq)) given order remove_phy_tree (logical, default FALSE) TRUE, phylogenetic tree removed. ","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/reorder_taxa_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Reorder taxa in otu_table/tax_table/refseq slot of a phyloseq object — reorder_taxa_pq","text":"","code":"data_fungi_ordered_by_genus <- reorder_taxa_pq(   data_fungi,   taxa_names(data_fungi)[order(as.vector(data_fungi@tax_table[, \"Genus\"]))] )  data_fungi_mini_asc_ordered_by_abundance <- reorder_taxa_pq(   data_fungi_mini,   taxa_names(data_fungi_mini)[order(taxa_sums(data_fungi_mini))] )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Ridge plot of a phyloseq object — ridges_pq","text":"","code":"ridges_pq(physeq, fact, nb_seq = TRUE, log10trans = TRUE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Ridge plot of a phyloseq object — ridges_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required) Name factor physeq@sam_data used plot different lines nb_seq (logical; default TRUE) set FALSE, number ASV count. Concretely, physeq otu_table transformed binary otu_table (value different zero set one) log10trans (logical, default TRUE) TRUE, number sequences (ASV nb_seq = FALSE) log10 transformed. ... params passed ggridges::geom_density_ridges()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Ridge plot of a phyloseq object — ridges_pq","text":"ggplot2 plot  bar representing number sequence en taxonomic groups","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Ridge plot of a phyloseq object — ridges_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/ridges_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Ridge plot of a phyloseq object — ridges_pq","text":"","code":"if (requireNamespace(\"ggridges\")) {   ridges_pq(data_fungi_mini, \"Time\", alpha = 0.5, log10trans = FALSE) + xlim(c(0, 1000)) } #> Loading required namespace: ggridges #> Scale for x is already present. #> Adding another scale for x, which will replace the existing scale. #> Picking joint bandwidth of 40.1 #> Warning: Removed 99 rows containing non-finite outside the scale range #> (`stat_density_ridges()`).  # \\donttest{ if (requireNamespace(\"ggridges\")) {   ridges_pq(data_fungi_mini, \"Time\", alpha = 0.5, scale = 0.9)   ridges_pq(data_fungi_mini, \"Sample_names\", log10trans = TRUE)    ridges_pq(data_fungi_mini,     \"Time\",     jittered_points = TRUE,     position = ggridges::position_points_jitter(width = 0.05, height = 0),     point_shape = \"|\", point_size = 3, point_alpha = 1, alpha = 0.7,     scale = 0.8   ) } #> Picking joint bandwidth of 0.428  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"rotl wrapper for phyloseq data — rotl_pq","title":"rotl wrapper for phyloseq data — rotl_pq","text":"Make phylogenetic tree using ASV names physeq object Open Tree Life tree.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"rotl wrapper for phyloseq data — rotl_pq","text":"","code":"rotl_pq(physeq, species_colnames = \"Genus_species\", context_name = \"All life\")"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"rotl wrapper for phyloseq data — rotl_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. species_colnames (default: \"Genus_species\"): name column species binominal name stored @tax_table slot. Can also vector two columns names e.g. c(\"Genus\", \"Species\") context_name : can bue used select part Open Tree Life. See ?rotl::tnrs_contexts() available values","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"rotl wrapper for phyloseq data — rotl_pq","text":"plot","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"rotl wrapper for phyloseq data — rotl_pq","text":"function mainly wrapper work others. Please make reference rotl package use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"rotl wrapper for phyloseq data — rotl_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/rotl_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"rotl wrapper for phyloseq data — rotl_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"rotl\")) {   tr <- rotl_pq(data_fungi_mini, species_colnames = \"Genus_species\")   plot(tr)    tr_Asco <- rotl_pq(data_fungi, species_colnames = \"Genus_species\", context_name = \"Ascomycetes\")   plot(tr_Asco) } #> Loading required namespace: rotl #> Warning: Some names were duplicated: ‘stereum ostrea’, ‘ossicaulis lachnopus’, ‘fomes fomentarius’, ‘fomes fomentarius’, ‘xylodon raduloides’, ‘ossicaulis lachnopus’, ‘ossicaulis lachnopus’, ‘stereum ostrea’, ‘fomes fomentarius’, ‘xylodon raduloides’, ‘exidia glandulosa’. #> Warning: Some names were duplicated: ‘stereum ostrea’, ‘ossicaulis lachnopus’, ‘fomes fomentarius’, ‘fomes fomentarius’, ‘xylodon raduloides’, ‘ossicaulis lachnopus’, ‘ossicaulis lachnopus’, ‘stereum ostrea’, ‘fomes fomentarius’, ‘xylodon raduloides’, ‘exidia glandulosa’. #> Warning: Dropping singleton nodes with labels: mrcaott109ott9895, mrcaott109ott50573, mrcaott109ott233596, mrcaott109ott206, mrcaott109ott240843, mrcaott109ott11233, mrcaott11233ott46244, mrcaott11233ott47319, mrcaott47319ott135577, mrcaott47319ott317441, mrcaott47319ott55252, mrcaott2427ott25198, mrcaott25198ott140745, Lyophyllaceae ott1048880, mrcaott25198ott343967, mrcaott343967ott434508, Ossicaulis ott343990, mrcaott30821ott46242, Pterulaceae ott637619, Radulomyces ott82394, mrcaott471ott44719, mrcaott471ott5265, mrcaott32867ott86441, mrcaott86441ott477103, mrcaott86441ott159293, mrcaott159293ott212207, Hericium ott1044744, mrcaott106245ott181624, mrcaott106245ott295001, mrcaott106245ott424266, mrcaott106245ott237731, mrcaott1939ott4100, mrcaott1939ott86215, mrcaott1939ott52426, mrcaott1939ott7501, mrcaott1939ott459078, mrcaott1939ott31634, mrcaott1939ott228595, mrcaott1939ott137433, Trametes ott205112, mrcaott6711ott6854, mrcaott6711ott39549, Meruliaceae ott42234, mrcaott42575ott455004, Schizoporaceae ott580418, Xylodon ott640041, Peniophorella ott351728, Marchandiomyces ott985876, mrcaott2361ott40692, Cantharellales ott558119, mrcaott2361ott10072, mrcaott2361ott70669, mrcaott2361ott30094, mrcaott2361ott133843, Hydnaceae ott160852, Sistotrema ott604159, mrcaott3860ott11234, mrcaott11234ott134670, Auricularia ott183795, Exidia ott133079, Aporpiaceae ott938070, Elmerina ott654643, Fomes ott5342097 #> Warning: Some names were duplicated: ‘stereum ostrea’, ‘ossicaulis lachnopus’, ‘fomes fomentarius’, ‘fomes fomentarius’, ‘xylodon raduloides’, ‘ossicaulis lachnopus’, ‘ossicaulis lachnopus’, ‘biscogniauxia nummularia’, ‘stereum ostrea’, ‘fomes fomentarius’, ‘xylodon raduloides’, ‘exidia glandulosa’, ‘hericium coralloides’, ‘hyphoderma setigerum’, ‘scytalidium lignicola’, ‘hericium coralloides’, ‘calycina claroflava’, ‘hysterobrevium constrictum’, ‘helicogloea pellucida’, ‘trametes versicolor’, ‘stereum ostrea’, ‘helicogloea pellucida’, ‘scheffersomyces lignosus’, ‘angustimassarina acerina’, ‘trametes versicolor’, ‘fomes fomentarius’, ‘marchandiomyces buckii’, ‘stereum ostrea’, ‘pertusaria pertusa’, ‘natantiella ligneola’, ‘inonotus obliquus’, ‘lophiostoma cynaroidis’, ‘trametes versicolor’, ‘mycena renati’, ‘torrentispora calembola’, ‘stereum ostrea’, ‘scheffersomyces stipitis’, ‘trametes versicolor’, ‘penicillium brevicompactum’, ‘physcia stellaris’, ‘inonotus obliquus’, ‘basidiodendron eyrei’, ‘inonotus rickii’, ‘inonotus obliquus’, ‘calocera cornea’, ‘barbatosphaeria neglecta’, ‘spadicoides bina’, ‘scheffersomyces lignosus’, ‘penicillium brevicompactum’, ‘lasionectria oenanthicola’, ‘brunneofusispora sinensis’, ‘hyperphyscia adglutinata’, ‘fomes fomentarius’, ‘spadicoides bina’, ‘pertusaria leioplaca’, ‘phaeoisaria sparsa’, ‘eutypa spinosa’, ‘dacrymyces stenosporus’, ‘trametes versicolor’, ‘penicillium brevicompactum’, ‘clitopilus hobsonii’, ‘sistotrema oblongisporum’, ‘dacrymyces stenosporus’, ‘hyperphyscia adglutinata’, ‘cladosporium austrohemisphaericum’, ‘cryptocoryneum condensatum’, ‘hericium coralloides’, ‘dacrymyces stenosporus’, ‘dacrymyces stenosporus’, ‘phaeoisaria sparsa’, ‘inonotus rickii’, ‘barbatosphaeria neglecta’, ‘phialocephala oblonga’, ‘stereum ostrea’, ‘sistotrema oblongisporum’, ‘dacrymyces stenosporus’, ‘peniophorella pubera’, ‘dacrymyces stenosporus’, ‘pertusaria pertusa’, ‘stereum ostrea’, ‘natantiella ligneola’, ‘hyaloscypha albohyalina’, ‘spadicoides bina’, ‘dactylospora vrijmoediae’, ‘barbatosphaeria neglecta’, ‘eutypa spinosa’, ‘angustimassarina premilcurensis’, ‘calocera cornea’, ‘dacrymyces stenosporus’, ‘resupinatus poriaeformis’, ‘hyperphyscia adglutinata’, ‘hyperphyscia adglutinata’, ‘sistotrema oblongisporum’, ‘calycina claroflava’, ‘parmelina tiliacea’, ‘phaeoisaria sedimenticola’, ‘eutypa spinosa’, ‘symbiotaphrina buchneri’, ‘trametes versicolor’, ‘pleomonodictys descalsii’, ‘oidiodendron periconioides’, ‘scheffersomyces lignosus’, ‘sistotrema brinkmannii’, ‘eutypa spinosa’, ‘cryptocoryneum condensatum’, ‘dacrymyces stenosporus’, ‘clitopilus hobsonii’, ‘xylodon raduloides’, ‘cryptodiscus microstomus’, ‘vishniacozyma victoriae’, ‘lecidella f. elaeochroma’, ‘basidiodendron eyrei’, ‘eutypa spinosa’, ‘stereum ostrea’, ‘symbiotaphrina buchneri’, ‘cryptodiscus microstomus’, ‘chlorociboria aeruginascens’, ‘biscogniauxia nummularia’, ‘orbilia eucalypti’, ‘lecanora glabrata’, ‘exidia glandulosa’, ‘orbilia cejpii’, ‘stereum ostrea’, ‘cryptocoryneum condensatum’, ‘scytalidium album’, ‘mycena renati’, ‘hyperphyscia adglutinata’, ‘calocera cornea’, ‘sistotrema oblongisporum’, ‘calocera cornea’, ‘melanchlenus eumetabolus’, ‘helicogloea pellucida’, ‘orbilia euonymi’, ‘phaeoisaria sedimenticola’, ‘scytalidium lignicola’, ‘phialocephala oblonga’, ‘basidiodendron eyrei’, ‘dacrymyces stenosporus’, ‘scytalidium lignicola’, ‘acericola italica’, ‘calocera cornea’, ‘dacrymyces stenosporus’, ‘scheffersomyces stipitis’, ‘cryptocoryneum condensatum’, ‘scheffersomyces stipitis’, ‘stereum ostrea’, ‘scheffersomyces stipitis’, ‘phlyctis agelaea’, ‘helicogloea pellucida’, ‘phlyctis agelaea’, ‘scheffersomyces lignosus’, ‘penicillium brevicompactum’, ‘scytalidium lignicola’, ‘candida santjacobensis’, ‘penicillium brevicompactum’, ‘lophiostoma cynaroidis’, ‘chondrostereum purpureum’, ‘phlyctis agelaea’, ‘pertusaria leioplaca’, ‘melanchlenus eumetabolus’, ‘hyperphyscia adglutinata’, ‘xylodon raduloides’, ‘physcia stellaris’, ‘pleomonodictys descalsii’, ‘penicillium brevicompactum’, ‘mycosphaerella tassiana’, ‘hyperphyscia adglutinata’, ‘stypella subgelatinosa’, ‘barbatosphaeria neglecta’, ‘pertusaria pertusa’, ‘phialocephala oblonga’, ‘angustimassarina acerina’, ‘cryptodiscus microstomus’, ‘phaeophyscia denigrata’, ‘stereum ostrea’, ‘calycina claroflava’, ‘melanchlenus eumetabolus’, ‘calycina claroflava’, ‘brunneofusispora sinensis’, ‘dacrymyces stenosporus’, ‘stypella subgelatinosa’, ‘exidia glandulosa’, ‘phialocephala oblonga’, ‘rhamphoria pyriformis’, ‘exidia glandulosa’, ‘hyperphyscia adglutinata’, ‘scheffersomyces lignosus’, ‘melanchlenus eumetabolus’, ‘pseudodiplococcium ibericum’, ‘lecidella f. elaeochroma’, ‘orbilia xanthostigma’, ‘pseudodiplococcium ibericum’, ‘scytalidium lignicola’, ‘hysterobrevium constrictum’, ‘pleomonodictys descalsii’, ‘capronia pilosella’, ‘plenodomus biglobosus’, ‘phaeoacremonium inflatipes’, ‘colacogloea cycloclastica’, ‘lecanora glabrata’, ‘symbiotaphrina buchneri’, ‘capronia pilosella’, ‘hyperphyscia adglutinata’, ‘hyperphyscia adglutinata’, ‘angustimassarina acerina’, ‘pertusaria leioplaca’, ‘parafenestella mackenziei’, ‘hyperphyscia adglutinata’, ‘physcia stellaris’, ‘vexillomyces verruculosus’, ‘scytalidium lignicola’, ‘biscogniauxia nummularia’, ‘dacrymyces stenosporus’, ‘vishniacozyma victoriae’, ‘oidiodendron griseum’, ‘penicillium brevicompactum’, ‘phaeoisaria sedimenticola’, ‘eutypa spinosa’, ‘phaeoacremonium inflatipes’, ‘stypella subgelatinosa’, ‘hyperphyscia adglutinata’, ‘scytalidium album’, ‘phialocephala oblonga’, ‘scheffersomyces stipitis’, ‘mycosphaerella tassiana’, ‘scheffersomyces stipitis’, ‘omphalotus olearius’, ‘angustimassarina acerina’, ‘phialocephala oblonga’, ‘scytalidium lignicola’, ‘angustimassarina premilcurensis’, ‘tausonia pullulans’, ‘hysterobrevium constrictum’, ‘scheffersomyces lignosus’, ‘symbiotaphrina buchneri’, ‘xylodon raduloides’, ‘pertusaria leioplaca’, ‘cladosporium austrohemisphaericum’, ‘paraphoma fimeti’, ‘mycosphaerella tassiana’, ‘eutypa spinosa’, ‘lophiostoma cynaroidis’, ‘calocera cornea’, ‘cladosporium delicatulum’, ‘penicillium brevicompactum’, ‘eutypa spinosa’, ‘cryptocoryneum condensatum’, ‘penicillium brevicompactum’, ‘cryptendoxyla hypophloia’, ‘exidia glandulosa’, ‘cladosporium austrohemisphaericum’, ‘scytalidium lignicola’, ‘dactylospora vrijmoediae’, ‘symbiotaphrina buchneri’, ‘scheffersomyces lignosus’, ‘eutypa spinosa’, ‘phaeoisaria sedimenticola’, ‘mycena renati’, ‘barbatosphaeria neglecta’, ‘hyperphyscia adglutinata’, ‘cadophora melinii’, ‘phaeoisaria sparsa’, ‘basidiodendron eyrei’, ‘cladosporium austrohemisphaericum’, ‘pertusaria pertusa’, ‘angustimassarina acerina’, ‘xylodon raduloides’, ‘scheffersomyces lignosus’, ‘symbiotaphrina buchneri’, ‘cyphellophora olivacea’, ‘omphalotus olearius’, ‘brunneofusispora sinensis’, ‘pleurothecium semifecundum’, ‘oidiodendron griseum’, ‘barbatosphaeria neglecta’, ‘candelaria concolor’, ‘scytalidium lignicola’, ‘exophiala salmonis’, ‘acericola italica’, ‘stereum hirsutum’, ‘sistotrema raduloides’, ‘ple #> Warning: Some names were duplicated: ‘stereum ostrea’, ‘ossicaulis lachnopus’, ‘fomes fomentarius’, ‘fomes fomentarius’, ‘xylodon raduloides’, ‘ossicaulis lachnopus’, ‘ossicaulis lachnopus’, ‘stereum ostrea’, ‘fomes fomentarius’, ‘xylodon raduloides’, ‘exidia glandulosa’, ‘hericium coralloides’, ‘hyphoderma setigerum’, ‘scytalidium lignicola’, ‘hericium coralloides’, ‘hysterobrevium constrictum’, ‘trametes versicolor’, ‘stereum ostrea’, ‘scheffersomyces lignosus’, ‘angustimassarina acerina’, ‘trametes versicolor’, ‘fomes fomentarius’, ‘marchandiomyces buckii’, ‘stereum ostrea’, ‘pertusaria pertusa’, ‘natantiella ligneola’, ‘trametes versicolor’, ‘mycena renati’, ‘torrentispora calembola’, ‘stereum ostrea’, ‘scheffersomyces stipitis’, ‘trametes versicolor’, ‘penicillium brevicompactum’, ‘calocera cornea’, ‘spadicoides bina’, ‘scheffersomyces lignosus’, ‘penicillium brevicompactum’, ‘brunneofusispora sinensis’, ‘hyperphyscia adglutinata’, ‘fomes fomentarius’, ‘spadicoides bina’, ‘pertusaria leioplaca’, ‘phaeoisaria sparsa’, ‘trametes versicolor’, ‘penicillium brevicompactum’, ‘clitopilus hobsonii’, ‘sistotrema oblongisporum’, ‘hyperphyscia adglutinata’, ‘cladosporium austrohemisphaericum’, ‘hericium coralloides’, ‘phaeoisaria sparsa’, ‘stereum ostrea’, ‘sistotrema oblongisporum’, ‘peniophorella pubera’, ‘pertusaria pertusa’, ‘stereum ostrea’, ‘natantiella ligneola’, ‘spadicoides bina’, ‘angustimassarina premilcurensis’, ‘calocera cornea’, ‘hyperphyscia adglutinata’, ‘hyperphyscia adglutinata’, ‘sistotrema oblongisporum’, ‘parmelina tiliacea’, ‘phaeoisaria sedimenticola’, ‘symbiotaphrina buchneri’, ‘trametes versicolor’, ‘scheffersomyces lignosus’, ‘sistotrema brinkmannii’, ‘clitopilus hobsonii’, ‘xylodon raduloides’, ‘cryptodiscus microstomus’, ‘stereum ostrea’, ‘symbiotaphrina buchneri’, ‘cryptodiscus microstomus’, ‘chlorociboria aeruginascens’, ‘orbilia eucalypti’, ‘lecanora glabrata’, ‘exidia glandulosa’, ‘orbilia cejpii’, ‘stereum ostrea’, ‘scytalidium album’, ‘mycena renati’, ‘hyperphyscia adglutinata’, ‘calocera cornea’, ‘sistotrema oblongisporum’, ‘calocera cornea’, ‘melanchlenus eumetabolus’, ‘orbilia euonymi’, ‘phaeoisaria sedimenticola’, ‘scytalidium lignicola’, ‘scytalidium lignicola’, ‘acericola italica’, ‘calocera cornea’, ‘scheffersomyces stipitis’, ‘scheffersomyces stipitis’, ‘stereum ostrea’, ‘scheffersomyces stipitis’, ‘phlyctis agelaea’, ‘phlyctis agelaea’, ‘scheffersomyces lignosus’, ‘penicillium brevicompactum’, ‘scytalidium lignicola’, ‘candida santjacobensis’, ‘penicillium brevicompactum’, ‘chondrostereum purpureum’, ‘phlyctis agelaea’, ‘pertusaria leioplaca’, ‘melanchlenus eumetabolus’, ‘hyperphyscia adglutinata’, ‘xylodon raduloides’, ‘penicillium brevicompactum’, ‘hyperphyscia adglutinata’, ‘stypella subgelatinosa’, ‘pertusaria pertusa’, ‘angustimassarina acerina’, ‘cryptodiscus microstomus’, ‘stereum ostrea’, ‘melanchlenus eumetabolus’, ‘brunneofusispora sinensis’, ‘stypella subgelatinosa’, ‘exidia glandulosa’, ‘rhamphoria pyriformis’, ‘exidia glandulosa’, ‘hyperphyscia adglutinata’, ‘scheffersomyces lignosus’, ‘melanchlenus eumetabolus’, ‘pseudodiplococcium ibericum’, ‘orbilia xanthostigma’, ‘pseudodiplococcium ibericum’, ‘scytalidium lignicola’, ‘hysterobrevium constrictum’, ‘capronia pilosella’, ‘plenodomus biglobosus’, ‘phaeoacremonium inflatipes’, ‘lecanora glabrata’, ‘symbiotaphrina buchneri’, ‘capronia pilosella’, ‘hyperphyscia adglutinata’, ‘hyperphyscia adglutinata’, ‘angustimassarina acerina’, ‘pertusaria leioplaca’, ‘hyperphyscia adglutinata’, ‘scytalidium lignicola’, ‘penicillium brevicompactum’, ‘phaeoisaria sedimenticola’, ‘phaeoacremonium inflatipes’, ‘stypella subgelatinosa’, ‘hyperphyscia adglutinata’, ‘scytalidium album’, ‘scheffersomyces stipitis’, ‘scheffersomyces stipitis’, ‘omphalotus olearius’, ‘angustimassarina acerina’, ‘scytalidium lignicola’, ‘angustimassarina premilcurensis’, ‘hysterobrevium constrictum’, ‘scheffersomyces lignosus’, ‘symbiotaphrina buchneri’, ‘xylodon raduloides’, ‘pertusaria leioplaca’, ‘cladosporium austrohemisphaericum’, ‘paraphoma fimeti’, ‘calocera cornea’, ‘cladosporium delicatulum’, ‘penicillium brevicompactum’, ‘penicillium brevicompactum’, ‘cryptendoxyla hypophloia’, ‘exidia glandulosa’, ‘cladosporium austrohemisphaericum’, ‘scytalidium lignicola’, ‘symbiotaphrina buchneri’, ‘scheffersomyces lignosus’, ‘phaeoisaria sedimenticola’, ‘mycena renati’, ‘hyperphyscia adglutinata’, ‘cadophora melinii’, ‘phaeoisaria sparsa’, ‘cladosporium austrohemisphaericum’, ‘pertusaria pertusa’, ‘angustimassarina acerina’, ‘xylodon raduloides’, ‘scheffersomyces lignosus’, ‘symbiotaphrina buchneri’, ‘cyphellophora olivacea’, ‘omphalotus olearius’, ‘brunneofusispora sinensis’, ‘candelaria concolor’, ‘scytalidium lignicola’, ‘exophiala salmonis’, ‘acericola italica’, ‘stereum hirsutum’, ‘sistotrema raduloides’, ‘angustimassarina acerina’, ‘pertusaria pertusa’, ‘natantiella ligneola’, ‘candida santjacobensis’, ‘sistotrema coronilla’, ‘scytalidium lignicola’, ‘diatrype disciformis’, ‘pertusaria leioplaca’, ‘xylodon raduloides’, ‘aspergillus conicus’, ‘sistotrema brinkmannii’, ‘scheffersomyces lignosus’, ‘hysterobrevium constrictum’, ‘lecanora hybocarpa’, ‘natantiella ligneola’, ‘hyperphyscia adglutinata’, ‘nemania maritima’, ‘plenodomus biglobosus’, ‘rhinocladiella phaeophora’, ‘scopuloides hydnoides’, ‘penicillium brevicompactum’, ‘phlyctis agelaea’, ‘orbilia euonymi’, ‘lecanora subcarpinea’, ‘penicillium brevicompactum’, ‘pertusaria leioplaca’, ‘pertusaria leioplaca’, ‘lecanora glabrata’, ‘cladosporium austrohemisphaericum’, ‘scytalidium lignicola’, ‘angustimassarina acerina’, ‘rhamphoria pyriformis’, ‘pertusaria leioplaca’, ‘cryptendoxyla hypophloia’, ‘melanchlenus eumetabolus’, ‘phlyctis agelaea’, ‘sistotrema coronilla’, ‘parmelina tiliacea’, ‘lecidella elaeochroma’, ‘hyphoderma setigerum’, ‘stereum ostrea’, ‘sugiyamaella boreocaroliniensis’, ‘scheffersomyces stipitis’, ‘lecidella elaeochroma’, ‘scytalidium album’, ‘scheffersomyces lignosus’, ‘scytalidium lignicola’, ‘pertusaria pertusa’, ‘angustimassarina acerina’, ‘xylodon raduloides’, ‘cryptodiscus microstomus’, ‘orbilia eucalypti’, ‘stereum hirsutum’, ‘exophiala bergeri’, ‘penicillium brevicompactum’, ‘angustimassarina acerina’, ‘phaeoisaria sparsa’, ‘lecanora intumescens’, ‘scytalidium aurantiacum’, ‘lecanora glabrata’, ‘lecanora hybocarpa’, ‘hysterobrevium constrictum’, ‘hysterobrevium constrictum’, ‘penicillium brevicompactum’. #> Warning: stereum ostrea, xylodon raduloides, ossicaulis lachnopus, stereum hirsutum, sistotrema oblongisporum, fomes fomentarius, mycena renati, radulomyces molaris, elmerina caryae, hyphoderma roseocremeum, hyphoderma setigerum, trametes versicolor, exidia glandulosa, peniophorella pubera, auricularia mesenterica, marchandiomyces buckii, hericium coralloides, sistotremastrum niveocremeum, clitopilus hobsonii, pluteus plautus, tremella lloydiae-candidae, calocera cornea, burgoa verzuoliana, pleurotus pulmonarius, fibulobasidium inconspicuum, sistotremastrum guttuliferum, chondrostereum purpureum, auricularia auricula-judae, sistotrema brinkmannii, omphalotus olearius, merismodes fasciculata, stypella subgelatinosa, amaurodon viridis, sistotrema raduloides, sistotrema coronilla, tremella mayrhoferi, mycena abramsii, mortierella humilis, scopuloides hydnoides, coprinellus micaceus, peniophorella praetermissa, mycenella trachyspora, umbelopsis isabellina, gymnopilus penetrans, tremella encephala, stypella grilletii, phallus impudicus, absidia glauca are not matched #> Warning: Dropping singleton nodes with labels: saccharomyceta ott1098854, mrcaott235ott67231, mrcaott235ott22423, mrcaott235ott123355, mrcaott235ott6657, mrcaott235ott58888, Eurotiales ott800595, mrcaott235ott26171, Aspergillus ott550772, mrcaott1724ott67014, mrcaott1724ott34914, mrcaott1724ott13442, mrcaott27392ott600504, mrcaott138369ott219756, Cyphellophoraceae ott5345109, mrcaott15397ott21687, mrcaott15397ott138376, mrcaott15397ott1086861, mrcaott15397ott681640, mrcaott15397ott193689, mrcaott15397ott818009, Phialophora ott818011, mrcaott56765ott361027, mrcaott56765ott214858, Veronaea ott393478, mrcaott274726ott1051945, mrcaott25274ott30372, Lecidella ott518627, mrcaott115563ott408216, mrcaott1320ott18865, mrcaott1320ott70963, mrcaott1320ott22976, mrcaott1320ott8438, mrcaott1320ott372181, mrcaott1320ott33787, mrcaott1320ott689966, mrcaott1320ott37385, mrcaott1320ott4382, mrcaott1320ott31674, mrcaott1320ott4380, mrcaott4387ott168922, mrcaott4387ott18228, mrcaott18228ott707011, mrcaott18228ott721356, Coniothyriaceae ott5345468, Coniothyrium ott679340, mrcaott43686ott928515, mrcaott928515ott1002127, Lophiostomataceae ott659815, Platystomum ott76428, Paraphoma ott948553, Sporormiaceae ott335006, Massarina ott36173, Suttonomyces ott7513409, Biatriosporaceae ott5345472, Biatriospora ott295651, Lophiotremataceae ott5345476, Lophiotrema ott700491, Occultibambusaceae ott7513523, Brunneofusispora ott7513524, Acericola ott7513569, mrcaott8428ott33433, mrcaott404584ott3720804, Stenella (genus in Nucletmycea) ott4075947, Dothideales ott406068, Dothioraceae ott1025079, Aureobasidium ott252445, mrcaott1741ott44265, mrcaott1741ott9815, mrcaott1741ott262725, mrcaott1741ott155480, mrcaott1741ott3675, mrcaott4995ott20900, Lasiosphaeriaceae ott234778, Lasiosphaeris ott254782, mrcaott95328ott144112, mrcaott95328ott652855, Chaetosphaeriales ott778723, Chaetosphaeriaceae ott737940, Porosphaerella (genus in Nucletmycea) ott946160, mrcaott5957ott31687, mrcaott5957ott8405, Valsaceae ott103004, Cytospora ott4052334, Togniniaceae ott4053923, mrcaott15510ott324849, mrcaott15510ott324855, mrcaott5476ott89139, mrcaott5476ott113472, mrcaott5476ott219359, Daldinia ott183725, Kretzschmaria ott404550, Nemania ott1075136, Diatrypaceae ott183729, Diatrype ott974055, Leotiomycetes ott346134, Leotiomycetidae ott5344705, mrcaott3396ott5089, mrcaott3396ott15644, mrcaott15644ott132902, Mollisia ott30120, Everhartia ott981918, mrcaott3913ott34649, mrcaott34649ott279567, Lachnaceae ott5345451, Lachnum ott472177, mrcaott328846ott442023, Hyphodiscus ott770426, Chlorociboria ott839008, Strossmayeria ott841104, Xylogramma ott4043168, Cadophora ott34262, mrcaott3264ott77029, mrcaott3264ott41259, mrcaott3264ott8087, mrcaott3264ott9155, mrcaott9155ott9466, mrcaott359518ott633514, mrcaott9669ott129242, mrcaott9669ott15646, mrcaott15646ott688524, Niessliaceae ott59361, Monocillium ott744148, Stictidaceae ott968418, Cryptodiscus ott843698, Phlyctidaceae ott199502, Phlyctis (genus in Opisthokonta) ott969101, Pertusariaceae ott216191, Ochrolechiaceae ott966001, mrcaott4573ott12794, mrcaott4573ott6404, mrcaott4573ott652857, mrcaott4573ott89967, mrcaott4573ott129215, mrcaott4573ott861697, mrcaott4573ott36640, Phialemonium ott669443, Cryptendoxyla ott908974, Natantiella ott666441, mrcaott14840ott112654, Trichosphaeriales ott123358, Trichosphaeriaceae ott123364, Brachysporium ott3705328, Rhodoveronaea ott214865, Rhamphoria ott645069, mrcaott77437ott103601, Coniochaetales ott516157, Coniochaetaceae ott812336, mrcaott91069ott143827, Flavoparmelia ott733707, mrcaott158950ott351331, mrcaott158950ott922716, Punctelia ott794602, mrcaott311283ott3768257, mrcaott311283ott311547, mrcaott311547ott311549, mrcaott311547ott649527, mrcaott311547ott872116, mrcaott33894ott53417, mrcaott53417ott134178, Sphaeropsis (genus in Nucletmycea) ott45369, Ramalinaceae ott691002, Bacidia ott635255, Physciaceae ott216195, Hyperphyscia ott730650, Caliciaceae ott339438, Amandinea ott155861, Orbiliales ott972723, Hyalorbilia ott885176, Myriangiales ott1063917, Myriangiaceae ott295792, Myriangium ott295791, Candelariales ott418461, Candelaria (genus in Nucletmycea) ott1050470, Helminthosphaeriaceae ott183866, Spadicoides ott403131, Rhizocarpales ott5296864, Catillariaceae ott716652, Catillaria ott877127, Hysteriales ott109863, Hysteriaceae ott366416, Hysterobrevium ott67936, Clonostachys ott802728, Scoliciosporaceae ott5345128, Xylonomycetes ott644766, Symbiotaphrinales ott5673779, Symbiotaphrinaceae ott7520906, Symbiotaphrina ott436261, Gibellulopsis ott724689, Gondwanamycetaceae ott5345437, Custingophora ott300281, Torrentispora ott4054988, Ciliciopodium ott4057458, Pseudodiplococcium ott7519919, Pichiaceae ott821913, Pichia ott858840, Diddensiella ott5287334, Saccharomycetaceae ott989994, Kuraishia ott140858, Saccharomycodaceae ott207065, Hanseniaspora ott309730, Scheffersomyces ott14464, mrcaott275595ott434852, mrcaott434852ott434857, mrcaott363173ott1070320, mrcaott363173ott882705, Schwanniomyces ott391109, Lipomycetaceae ott834206, Myxozyma ott638678, Taphrinomycetes ott921288, Taphrinomycetidae ott5292180, Taphrinales ott698728, Taphrinaceae ott698727, Taphrina ott958772   # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":null,"dir":"Reference","previous_headings":"","what":"Create sample data without adjusting row/sample names — sample_data_stable","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"phyloseq::sample_data() change sample names row names .character(seq(1, row(object))). function instead keeps names .","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"","code":"sample_data_stable(object)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"object \"data.frame\"-class object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_stable.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Create sample data without adjusting row/sample names — sample_data_stable","text":"","code":"x <- data.frame(var1 = letters[1:3], var2 = 7:9) rownames(x) #> [1] \"1\" \"2\" \"3\" sample_data(x) #>     var1 var2 #> sa1    a    7 #> sa2    b    8 #> sa3    c    9 MiscMetabar:::sample_data_stable(x) #>   var1 var2 #> 1    a    7 #> 2    b    8 #> 3    c    9"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"","code":"sample_data_with_new_names(   file_path,   names_of_samples,   samples_order = NULL,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"file_path (required) path sample_data file names_of_samples (required) vector sample names samples_order Optional numeric vector sort sample names ... arguments passed utils::read.delim() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"data.frame file_path new names","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sample_data_with_new_names.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Load sample data from file and rename samples using names of samples and an\noptional order — sample_data_with_new_names","text":"","code":"sam_file <- system.file(\"extdata\", \"sam_data.csv\", package = \"MiscMetabar\") sample_data_with_new_names(sam_file, paste0(\"Samples_\", seq(1, 185))) #>                                             X      Sample_names   Tree_name #> Samples_1      A10-005-B_S188_MERGED.fastq.gz    A10-005-B_S188     A10-005 #> Samples_2      A10-005-H_S189_MERGED.fastq.gz    A10-005-H_S189     A10-005 #> Samples_3      A10-005-M_S190_MERGED.fastq.gz    A10-005-M_S190     A10-005 #> Samples_4        A12-007_S191_MERGED.fastq.gz      A12-007_S191     A12-007 #> Samples_5        A12-007-B_S2_MERGED.fastq.gz      A12-007-B_S2     A12-007 #> Samples_6          A15-004_S3_MERGED.fastq.gz        A15-004_S3     A15-004 #> Samples_7           A8-005_S4_MERGED.fastq.gz         A8-005_S4      A8-005 #> Samples_8           A9-012_S5_MERGED.fastq.gz         A9-012_S5      A9-012 #> Samples_9      AB29-ABMX-H_S6_MERGED.fastq.gz    AB29-ABMX-H_S6  AB29-abm-X #> Samples_10        AC27-013_S7_MERGED.fastq.gz       AC27-013_S7    AC27-013 #> Samples_11         AC29033_S8_MERGED.fastq.gz        AC29033_S8    AC29-033 #> Samples_12      AD26-005-B_S9_MERGED.fastq.gz     AD26-005-B_S9    AD26-005 #> Samples_13     AD26-005-H_S10_MERGED.fastq.gz    AD26-005-H_S10    AD26-005 #> Samples_14     AD26-005-M_S11_MERGED.fastq.gz    AD26-005-M_S11    AD26-005 #> Samples_15    AD30-ABMX-M_S12_MERGED.fastq.gz   AD30-ABMX-M_S12  AD30-abm-X #> Samples_16     AD32-007-M_S13_MERGED.fastq.gz    AD32-007-M_S13    AD32-007 #> Samples_17     ADABM30X-B_S14_MERGED.fastq.gz    ADABM30X-B_S14  AD30-abm-X #> Samples_18     ADABM30X-H_S15_MERGED.fastq.gz    ADABM30X-H_S15  AD30-abm-X #> Samples_19     ADABM30X-M_S16_MERGED.fastq.gz    ADABM30X-M_S16  AD30-abm-X #> Samples_20    AE30-ABM507_S17_MERGED.fastq.gz   AE30-ABM507_S17 AE30-abm507 #> Samples_21        B17-014_S18_MERGED.fastq.gz       B17-014_S18     BI7-014 #> Samples_22      B18-006-B_S19_MERGED.fastq.gz     B18-006-B_S19     B18-006 #> Samples_23    BA16-036bis_S20_MERGED.fastq.gz   BA16-036bis_S20    BA16-036 #> Samples_24     BA17-050-B_S21_MERGED.fastq.gz    BA17-050-B_S21    BA17-050 #> Samples_25     BB19-006-H_S22_MERGED.fastq.gz    BB19-006-H_S22    BB19-006 #> Samples_26      BB6-019-B_S23_MERGED.fastq.gz     BB6-019-B_S23     BB6-019 #> Samples_27      BB6-019-H_S24_MERGED.fastq.gz     BB6-019-H_S24     BB6-019 #> Samples_28      BB6-019-M_S25_MERGED.fastq.gz     BB6-019-M_S25     BB6-019 #> Samples_29       BD14-021_S26_MERGED.fastq.gz      BD14-021_S26    BD14-021 #> Samples_30      BE9-006-B_S27_MERGED.fastq.gz     BE9-006-B_S27     BE9-006 #> Samples_31      BE9-006-H_S28_MERGED.fastq.gz     BE9-006-H_S28     BE9-006 #> Samples_32      BE9-006-M_S29_MERGED.fastq.gz     BE9-006-M_S29     BE9-006 #> Samples_33      BG7-010-B_S30_MERGED.fastq.gz     BG7-010-B_S30     BG7-010 #> Samples_34      BG7-010-H_S31_MERGED.fastq.gz     BG7-010-H_S31     BG7-010 #> Samples_35      BG7-010-M_S32_MERGED.fastq.gz     BG7-010-M_S32     BG7-010 #> Samples_36        BH9-021_S33_MERGED.fastq.gz       BH9-021_S33     BH9-021 #> Samples_37     BJ17-007-M_S34_MERGED.fastq.gz    BJ17-007-M_S34    BJ17-007 #> Samples_38    BJ8-ABM-003_S35_MERGED.fastq.gz   BJ8-ABM-003_S35   BJ8abm003 #> Samples_39      BL7-006-B_S36_MERGED.fastq.gz     BL7-006-B_S36     BL7-006 #> Samples_40      BL7-006-H_S37_MERGED.fastq.gz     BL7-006-H_S37     BL7-006 #> Samples_41      BL7-006-M_S38_MERGED.fastq.gz     BL7-006-M_S38     BL7-006 #> Samples_42       BN11-041_S39_MERGED.fastq.gz      BN11-041_S39    BN11-041 #> Samples_43        BN9-002_S40_MERGED.fastq.gz       BN9-002_S40     BN9-002 #> Samples_44        BO8-002_S41_MERGED.fastq.gz       BO8-002_S41     BO8-002 #> Samples_45        BO8-005_S42_MERGED.fastq.gz       BO8-005_S42     BO8-005 #> Samples_46     BP11-001-B_S43_MERGED.fastq.gz    BP11-001-B_S43    BP11-001 #> Samples_47     BP11-001-H_S44_MERGED.fastq.gz    BP11-001-H_S44    BP11-001 #> Samples_48     BP11-001-M_S45_MERGED.fastq.gz    BP11-001-M_S45    BP11-001 #> Samples_49     BP12-025-B_S46_MERGED.fastq.gz    BP12-025-B_S46    BP12-025 #> Samples_50       BP14-006_S47_MERGED.fastq.gz      BP14-006_S47    BP14-006 #> Samples_51        BQ3-019_S48_MERGED.fastq.gz       BQ3-019_S48     BQ3-019 #> Samples_52      BQ4-018-B_S49_MERGED.fastq.gz     BQ4-018-B_S49     BQ4-018 #> Samples_53      BQ4-018-H_S50_MERGED.fastq.gz     BQ4-018-H_S50     BQ4-018 #> Samples_54      BQ4-018-M_S51_MERGED.fastq.gz     BQ4-018-M_S51     BQ4-018 #> Samples_55     BQ9ABM-002_S52_MERGED.fastq.gz    BQ9ABM-002_S52   BQ9abm002 #> Samples_56        BR8-005_S53_MERGED.fastq.gz       BR8-005_S53     BR8-005 #> Samples_57       BS14-006_S54_MERGED.fastq.gz      BS14-006_S54    BS14-006 #> Samples_58       BT-006-M_S55_MERGED.fastq.gz      BT-006-M_S55     BT7-006 #> Samples_59        BT7-006_S56_MERGED.fastq.gz       BT7-006_S56     BT7-006 #> Samples_60     BV11-002-B_S57_MERGED.fastq.gz    BV11-002-B_S57    BU11-002 #> Samples_61     BV11-002-H_S58_MERGED.fastq.gz    BV11-002-H_S58    BU11-002 #> Samples_62     BV11-002-M_S59_MERGED.fastq.gz    BV11-002-M_S59    BU11-002 #> Samples_63        BW8-003_S60_MERGED.fastq.gz       BW8-003_S60     BW8-003 #> Samples_64         C1-001_S61_MERGED.fastq.gz        C1-001_S61      C1-001 #> Samples_65      C21-NV1-B_S62_MERGED.fastq.gz     C21-NV1-B_S62    C21-nv-1 #> Samples_66      C21-NV1-H_S63_MERGED.fastq.gz     C21-NV1-H_S63    C21-nv-1 #> Samples_67      C21-NV1-M_S64_MERGED.fastq.gz     C21-NV1-M_S64    C21-nv-1 #> Samples_68         C9-005_S65_MERGED.fastq.gz        C9-005_S65      C9-005 #> Samples_69       CA12-024_S66_MERGED.fastq.gz      CA12-024_S66    CA12-024 #> Samples_70        CA9-027_S67_MERGED.fastq.gz       CA9-027_S67     CA9-027 #> Samples_71          CA9-X_S68_MERGED.fastq.gz         CA9-X_S68       CA9-X #> Samples_72      CB8-019-B_S69_MERGED.fastq.gz     CB8-019-B_S69     CB8-019 #> Samples_73      CB8-019-H_S70_MERGED.fastq.gz     CB8-019-H_S70     CB8-019 #> Samples_74      CB8-019-M_S71_MERGED.fastq.gz     CB8-019-M_S71     CB8-019 #> Samples_75        CB9-013_S72_MERGED.fastq.gz       CB9-013_S72     CB9-013 #> Samples_76        CC3-044_S73_MERGED.fastq.gz       CC3-044_S73     CC3-044 #> Samples_77        CC8-003_S74_MERGED.fastq.gz       CC8-003_S74     CC8-003 #> Samples_78        D17-011_S77_MERGED.fastq.gz       D17-011_S77     D17-011 #> Samples_79      D18-003-B_S78_MERGED.fastq.gz     D18-003-B_S78     D18-003 #> Samples_80      D18-003-H_S79_MERGED.fastq.gz     D18-003-H_S79     D18-003 #> Samples_81      D18-003-M_S80_MERGED.fastq.gz     D18-003-M_S80     D18-003 #> Samples_82     D22-NVABM1_S81_MERGED.fastq.gz    D22-NVABM1_S81 D22-nvabm-1 #> Samples_83      D61-010-B_S82_MERGED.fastq.gz     D61-010-B_S82     DG1-010 #> Samples_84       D9-027-B_S83_MERGED.fastq.gz      D9-027-B_S83      D9-027 #> Samples_85       D9-027-H_S84_MERGED.fastq.gz      D9-027-H_S84      D9-027 #> Samples_86       D9-027-M_S85_MERGED.fastq.gz      D9-027-M_S85      D9-027 #> Samples_87    DBM-ABM-001_S86_MERGED.fastq.gz   DBM-ABM-001_S86   DB1abm001 #> Samples_88      DJ2-008-B_S87_MERGED.fastq.gz     DJ2-008-B_S87     DJ2-008 #> Samples_89      DJ2-008-H_S88_MERGED.fastq.gz     DJ2-008-H_S88     DJ2-008 #> Samples_90      DJ2-008-M_S89_MERGED.fastq.gz     DJ2-008-M_S89     DJ2-008 #> Samples_91     DP4-ABM001_S90_MERGED.fastq.gz    DP4-ABM001_S90   DP4abm001 #> Samples_92   DS1-ABM002-B_S91_MERGED.fastq.gz  DS1-ABM002-B_S91   DS1abm002 #> Samples_93   DS1-ABM002-H_S92_MERGED.fastq.gz  DS1-ABM002-H_S92   DS1abm002 #> Samples_94   DS1-ABM002-M_S93_MERGED.fastq.gz  DS1-ABM002-M_S93   DS1abm002 #> Samples_95      DU3-045-B_S94_MERGED.fastq.gz     DU3-045-B_S94     DU3-045 #> Samples_96        DW4-007_S95_MERGED.fastq.gz       DW4-007_S95     DW4-007 #> Samples_97      DY5-004-B_S96_MERGED.fastq.gz     DY5-004-B_S96     DY5-004 #> Samples_98      DY5-004-H_S97_MERGED.fastq.gz     DY5-004-H_S97     DY5-004 #> Samples_99      DY5-004-M_S98_MERGED.fastq.gz     DY5-004-M_S98     DY5-004 #> Samples_100   DZ6-ABM-001_S99_MERGED.fastq.gz   DZ6-ABM-001_S99   DZ6abm001 #> Samples_101     E9-009-B_S100_MERGED.fastq.gz     E9-009-B_S100      E9-009 #> Samples_102     E9-009-H_S101_MERGED.fastq.gz     E9-009-H_S101      E9-009 #> Samples_103     E9-009-M_S102_MERGED.fastq.gz     E9-009-M_S102      E9-009 #> Samples_104  EA5-ABM-001_S103_MERGED.fastq.gz  EA5-ABM-001_S103    EAabm001 #> Samples_105    EC2-013-B_S104_MERGED.fastq.gz    EC2-013-B_S104     EC2-013 #> Samples_106   F6-ABM-001_S105_MERGED.fastq.gz   F6-ABM-001_S105    F6abm001 #> Samples_107     F7-015-M_S106_MERGED.fastq.gz     F7-015-M_S106      F7-015 #> Samples_108    FOMES19-H_S108_MERGED.fastq.gz    FOMES19-H_S108     FOMES19 #> Samples_109    FOMES19-M_S109_MERGED.fastq.gz    FOMES19-M_S109     FOMES19 #> Samples_110    H10-018-M_S110_MERGED.fastq.gz    H10-018-M_S110     H10-018 #> Samples_111 H24-NVABM1-H_S111_MERGED.fastq.gz H24-NVABM1-H_S111 H24-nvabm-1 #> Samples_112    J18-004-B_S114_MERGED.fastq.gz    J18-004-B_S114     J18-004 #> Samples_113    J18-004-H_S115_MERGED.fastq.gz    J18-004-H_S115     J18-004 #> Samples_114    J18-004-M_S116_MERGED.fastq.gz    J18-004-M_S116     J18-004 #> Samples_115    K18-002-H_S117_MERGED.fastq.gz    K18-002-H_S117     K18-002 #> Samples_116   K26-NVABM1_S118_MERGED.fastq.gz   K26-NVABM1_S118 K26-nvamb-1 #> Samples_117       L19X-B_S119_MERGED.fastq.gz       L19X-B_S119       L19-X #> Samples_118       L19X-H_S120_MERGED.fastq.gz       L19X-H_S120       L19-X #> Samples_119       L19X-M_S121_MERGED.fastq.gz       L19X-M_S121       L19-X #> Samples_120    L23-002-B_S122_MERGED.fastq.gz    L23-002-B_S122     L23-002 #> Samples_121    L23-002-H_S123_MERGED.fastq.gz    L23-002-H_S123     L23-002 #> Samples_122    L23-002-M_S124_MERGED.fastq.gz    L23-002-M_S124     L23-002 #> Samples_123      M22-001_S125_MERGED.fastq.gz      M22-001_S125     M22-001 #> Samples_124       N19X-B_S126_MERGED.fastq.gz       N19X-B_S126       N19-X #> Samples_125       N19X-H_S127_MERGED.fastq.gz       N19X-H_S127       N19-X #> Samples_126       N19X-M_S128_MERGED.fastq.gz       N19X-M_S128       N19-X #> Samples_127    N22-001-B_S129_MERGED.fastq.gz    N22-001-B_S129     M22-001 #> Samples_128    N23-002-B_S130_MERGED.fastq.gz    N23-002-B_S130     N23-002 #> Samples_129    N23-002-H_S131_MERGED.fastq.gz    N23-002-H_S131     N23-002 #> Samples_130    N23-002-M_S132_MERGED.fastq.gz    N23-002-M_S132     N23-002 #> Samples_131     N25-ABMX_S133_MERGED.fastq.gz     N25-ABMX_S133   N25-abm-X #> Samples_132   NVABM-0058_S134_MERGED.fastq.gz   NVABM-0058_S134   nvabm0058 #> Samples_133 NVABM-0163-H_S135_MERGED.fastq.gz NVABM-0163-H_S135   nvabm0163 #> Samples_134   NVABM-0397_S138_MERGED.fastq.gz   NVABM-0397_S138   nvabm0397 #> Samples_135    NVABM0216_S136_MERGED.fastq.gz    NVABM0216_S136   nvabm0216 #> Samples_136  NVABM0244-M_S137_MERGED.fastq.gz  NVABM0244-M_S137   nvabm0244 #> Samples_137      O20-X-B_S139_MERGED.fastq.gz      O20-X-B_S139       O20-X #> Samples_138      O20-X-H_S140_MERGED.fastq.gz      O20-X-H_S140       O20-X #> Samples_139      O20-X-M_S141_MERGED.fastq.gz      O20-X-M_S141       O20-X #> Samples_140    O21-007-B_S142_MERGED.fastq.gz    O21-007-B_S142     O21-007 #> Samples_141    O21-007-H_S143_MERGED.fastq.gz    O21-007-H_S143     O21-007 #> Samples_142    O21-007-M_S144_MERGED.fastq.gz    O21-007-M_S144     O21-007 #> Samples_143    O24-003-B_S145_MERGED.fastq.gz    O24-003-B_S145     O24-003 #> Samples_144    O24-003-H_S146_MERGED.fastq.gz    O24-003-H_S146     O24-003 #> Samples_145    O24-003-M_S147_MERGED.fastq.gz    O24-003-M_S147     O24-003 #> Samples_146    O26-004-B_S148_MERGED.fastq.gz    O26-004-B_S148     O26-004 #> Samples_147    O26-004-H_S149_MERGED.fastq.gz    O26-004-H_S149     O26-004 #> Samples_148    O26-004-M_S150_MERGED.fastq.gz    O26-004-M_S150     O26-004 #> Samples_149      O27-012_S151_MERGED.fastq.gz      O27-012_S151     O27-012 #> Samples_150     O9-005-B_S152_MERGED.fastq.gz     O9-005-B_S152      C9-005 #> Samples_151    P19-023-M_S153_MERGED.fastq.gz    P19-023-M_S153     P19-023 #> Samples_152    P27-015-M_S154_MERGED.fastq.gz    P27-015-M_S154     P27-015 #> Samples_153   P27-ABM001_S155_MERGED.fastq.gz   P27-ABM001_S155  P27-abm001 #> Samples_154 Q27-ABM003-B_S156_MERGED.fastq.gz Q27-ABM003-B_S156  Q27-abm003 #> Samples_155     R25-ABMX_S157_MERGED.fastq.gz     R25-ABMX_S157   R25-abm-X #> Samples_156    R28-008-B_S158_MERGED.fastq.gz    R28-008-B_S158     R28-008 #> Samples_157    R28-008-H_S159_MERGED.fastq.gz    R28-008-H_S159     R28-008 #> Samples_158    R28-008-M_S160_MERGED.fastq.gz    R28-008-M_S160     R28-008 #> Samples_159      T28-011_S161_MERGED.fastq.gz      T28-011_S161     T28-011 #> Samples_160 T28-ABM602-B_S162_MERGED.fastq.gz T28-ABM602-B_S162  T28-abm602 #> Samples_161   U27-ABM002_S163_MERGED.fastq.gz   U27-ABM002_S163  U27-abm002 #> Samples_162     W25-ABMX_S164_MERGED.fastq.gz     W25-ABMX_S164   W25-abm-X #> Samples_163    W26-001-B_S165_MERGED.fastq.gz    W26-001-B_S165     W26-001 #> Samples_164    W26-001-H_S166_MERGED.fastq.gz    W26-001-H_S166     W26-001 #> Samples_165    W26-001-M_S167_MERGED.fastq.gz    W26-001-M_S167     W26-001 #> Samples_166      W30-006_S168_MERGED.fastq.gz      W30-006_S168     W30-006 #> Samples_167     W9-025-M_S169_MERGED.fastq.gz     W9-025-M_S169     W29-025 #> Samples_168    X24-009-B_S170_MERGED.fastq.gz    X24-009-B_S170     X24-009 #> Samples_169    X24-009-H_S171_MERGED.fastq.gz    X24-009-H_S171     X24-009 #> Samples_170    X24-009-M_S172_MERGED.fastq.gz    X24-009-M_S172     X24-009 #> Samples_171      X24-010_S173_MERGED.fastq.gz      X24-010_S173     X24-010 #> Samples_172    X29-004-B_S174_MERGED.fastq.gz    X29-004-B_S174     X29-004 #> Samples_173    X29-004-H_S175_MERGED.fastq.gz    X29-004-H_S175     X29-004 #> Samples_174    X29-004-M_S176_MERGED.fastq.gz    X29-004-M_S176     X29-004 #> Samples_175 Y21-ABM484-H_S177_MERGED.fastq.gz Y21-ABM484-H_S177  Y31-abm484 #> Samples_176    Y28-002-B_S178_MERGED.fastq.gz    Y28-002-B_S178     Y28-002 #> Samples_177    Y28-002-H_S179_MERGED.fastq.gz    Y28-002-H_S179     Y28-002 #> Samples_178    Y28-002-M_S180_MERGED.fastq.gz    Y28-002-M_S180     Y28-002 #> Samples_179    Y29-007-B_S181_MERGED.fastq.gz    Y29-007-B_S181     Y29-007 #> Samples_180    Y29-007-H_S182_MERGED.fastq.gz    Y29-007-H_S182     Y29-007 #> Samples_181    Y29-007-M_S183_MERGED.fastq.gz    Y29-007-M_S183     Y29-007 #> Samples_182 Y31-ABM484-B_S184_MERGED.fastq.gz Y31-ABM484-B_S184  Y31-abm484 #> Samples_183    Z29-001-H_S185_MERGED.fastq.gz    Z29-001-H_S185     Z29-001 #> Samples_184      Z30-002_S186_MERGED.fastq.gz      Z30-002_S186     Z30-002 #> Samples_185 Z30-ABM560-M_S187_MERGED.fastq.gz Z30-ABM560-M_S187  Z30-abm560 #>             Sample_id Height Diameter Time #> Samples_1         188    Low       52   15 #> Samples_2         189   High       52   15 #> Samples_3         190 Middle       52   15 #> Samples_4         191   <NA>     28,4    0 #> Samples_5           2    Low     28,4    0 #> Samples_6           3   <NA>     30,7    0 #> Samples_7           4   <NA>     32,8    0 #> Samples_8           5   <NA>     33,3    0 #> Samples_9           6   High       99    5 #> Samples_10          7   <NA>       32   15 #> Samples_11          8   <NA>     55,4   15 #> Samples_12          9    Low    115,5   15 #> Samples_13         10   High    115,5   15 #> Samples_14         11 Middle    115,5   15 #> Samples_15         12 Middle        -    5 #> Samples_16         13 Middle       52   NA #> Samples_17         14    Low        -    5 #> Samples_18         15   High        -    5 #> Samples_19         16 Middle        -    5 #> Samples_20         17   <NA>       10    5 #> Samples_21         18   <NA>     21,5   NA #> Samples_22         19    Low     32,5   10 #> Samples_23         20   <NA>     40,3   15 #> Samples_24         21    Low       30   10 #> Samples_25         22   High     37,5   15 #> Samples_26         23    Low     33,8    5 #> Samples_27         24   High     33,8    5 #> Samples_28         25 Middle     33,8    5 #> Samples_29         26   <NA>     32,4    5 #> Samples_30         27    Low     23,1    0 #> Samples_31         28   High     23,1    0 #> Samples_32         29 Middle     23,1    0 #> Samples_33         30    Low       32    0 #> Samples_34         31   High       32    0 #> Samples_35         32 Middle       32    0 #> Samples_36         33   <NA>     44,3    0 #> Samples_37         34 Middle       32    5 #> Samples_38         35   <NA>       40   15 #> Samples_39         36    Low     35,6    0 #> Samples_40         37   High     35,6    0 #> Samples_41         38 Middle     35,6    0 #> Samples_42         39   <NA>     38,3   NA #> Samples_43         40   <NA>     32,5    0 #> Samples_44         41   <NA>     26,5   10 #> Samples_45         42   <NA>       23    0 #> Samples_46         43    Low     47,5   15 #> Samples_47         44   High     47,5   15 #> Samples_48         45 Middle     47,5   15 #> Samples_49         46    Low     64,5   10 #> Samples_50         47   <NA>     25,3   10 #> Samples_51         48   <NA>       80   15 #> Samples_52         49    Low       34    0 #> Samples_53         50   High       34    0 #> Samples_54         51 Middle       34    0 #> Samples_55         52   <NA>       40   15 #> Samples_56         53   <NA>     36,8    0 #> Samples_57         54   <NA>       35   15 #> Samples_58         55 Middle       41    0 #> Samples_59         56   <NA>       41    0 #> Samples_60         57    Low       33    5 #> Samples_61         58   High       33    5 #> Samples_62         59 Middle       33    5 #> Samples_63         60   <NA>     38,2    0 #> Samples_64         61   <NA>       43   10 #> Samples_65         62    Low       30    0 #> Samples_66         63   High       30    0 #> Samples_67         64 Middle       30    0 #> Samples_68         65   <NA>       39    5 #> Samples_69         66   <NA>     18,3   NA #> Samples_70         67   <NA>     23,4    0 #> Samples_71         68   <NA>        -   15 #> Samples_72         69    Low     33,3    0 #> Samples_73         70   High     33,3    0 #> Samples_74         71 Middle     33,3    0 #> Samples_75         72   <NA>     32,3    5 #> Samples_76         73   <NA>     35,7    5 #> Samples_77         74   <NA>     36,5    0 #> Samples_78         77   <NA>     59,8    5 #> Samples_79         78    Low     45,5    5 #> Samples_80         79   High     45,5    5 #> Samples_81         80 Middle     45,5    5 #> Samples_82         81   <NA>       30    5 #> Samples_83         82    Low     36,3   15 #> Samples_84         83    Low     18,9   NA #> Samples_85         84   High     18,9   NA #> Samples_86         85 Middle     18,9   NA #> Samples_87         86   <NA>       40   15 #> Samples_88         87    Low     76,4    0 #> Samples_89         88   High     76,4    0 #> Samples_90         89 Middle     76,4    0 #> Samples_91         90   <NA>       60   15 #> Samples_92         91    Low       25   15 #> Samples_93         92   High       25   15 #> Samples_94         93 Middle       25   15 #> Samples_95         94    Low       38   15 #> Samples_96         95   <NA>       34   10 #> Samples_97         96    Low     60,4    0 #> Samples_98         97   High     60,4    0 #> Samples_99         98 Middle     60,4    0 #> Samples_100        99   <NA>       35   15 #> Samples_101       100    Low     29,5    0 #> Samples_102       101   High     29,5    0 #> Samples_103       102 Middle     29,5    0 #> Samples_104       103   <NA>       25   15 #> Samples_105       104    Low       52   15 #> Samples_106       105   <NA>       30   15 #> Samples_107       106 Middle       50   10 #> Samples_108       108   High     <NA>   NA #> Samples_109       109 Middle     <NA>   NA #> Samples_110       110 Middle     88,5   15 #> Samples_111       111   High       30    5 #> Samples_112       114    Low     27,6    0 #> Samples_113       115   High     27,6    0 #> Samples_114       116 Middle     27,6    0 #> Samples_115       117   High     33,5   10 #> Samples_116       118   <NA>       30    5 #> Samples_117       119    Low       30   NA #> Samples_118       120   High       30   NA #> Samples_119       121 Middle       30   NA #> Samples_120       122    Low     40,5   10 #> Samples_121       123   High     40,5   10 #> Samples_122       124 Middle     40,5   10 #> Samples_123       125   <NA>       34    0 #> Samples_124       126    Low     33,5   NA #> Samples_125       127   High     33,5   NA #> Samples_126       128 Middle     33,5   NA #> Samples_127       129    Low       34    0 #> Samples_128       130    Low     21,5   15 #> Samples_129       131   High     21,5   15 #> Samples_130       132 Middle     21,5   15 #> Samples_131       133   <NA>       20    5 #> Samples_132       134   <NA>       30   10 #> Samples_133       135   High       40   10 #> Samples_134       138   <NA>       35   10 #> Samples_135       136   <NA>       30   15 #> Samples_136       137 Middle       50   10 #> Samples_137       139    Low     <NA>   NA #> Samples_138       140   High     <NA>   NA #> Samples_139       141 Middle     <NA>   NA #> Samples_140       142    Low       25    0 #> Samples_141       143   High       25    0 #> Samples_142       144 Middle       25    0 #> Samples_143       145    Low       75    0 #> Samples_144       146   High       75    0 #> Samples_145       147 Middle       75    0 #> Samples_146       148    Low     30,4    0 #> Samples_147       149   High     30,4    0 #> Samples_148       150 Middle     30,4    0 #> Samples_149       151   <NA>     69,5   15 #> Samples_150       152    Low       39    5 #> Samples_151       153 Middle     18,4   NA #> Samples_152       154 Middle       96    5 #> Samples_153       155   <NA>       25    5 #> Samples_154       156    Low       10    5 #> Samples_155       157   <NA>        -    5 #> Samples_156       158    Low     37,2    0 #> Samples_157       159   High     37,2    0 #> Samples_158       160 Middle     37,2    0 #> Samples_159       161   <NA>     66,8   10 #> Samples_160       162    Low       64    5 #> Samples_161       163   <NA>       11    5 #> Samples_162       164   <NA>       40    5 #> Samples_163       165    Low     71,7    0 #> Samples_164       166   High     71,7    0 #> Samples_165       167 Middle     71,7    0 #> Samples_166       168   <NA>     59,6   10 #> Samples_167       169 Middle     71,5   NA #> Samples_168       170    Low     38,8    0 #> Samples_169       171   High     38,8    0 #> Samples_170       172 Middle     38,8    0 #> Samples_171       173   <NA>     37,8    5 #> Samples_172       174    Low     52,7   10 #> Samples_173       175   High     52,7   10 #> Samples_174       176 Middle     52,7   10 #> Samples_175       177   High       20    5 #> Samples_176       178    Low     63,6   NA #> Samples_177       179   High     63,6   NA #> Samples_178       180 Middle     63,6   NA #> Samples_179       181    Low     68,6    0 #> Samples_180       182   High     68,6    0 #> Samples_181       183 Middle     68,6    0 #> Samples_182       184    Low       20    5 #> Samples_183       185   High     35,2    5 #> Samples_184       186   <NA>     43,4   15 #> Samples_185       187 Middle       11    5"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"","code":"sankey_pq(   physeq = NULL,   fact = NULL,   taxa = 1:4,   add_nb_seq = FALSE,   min_prop_tax = 0,   tax2remove = NULL,   units = NULL,   symbol2sub = c(\"\\\\.\", \"-\"),   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact Name factor cluster samples modalities. Need physeq@sam_data. taxa vector taxonomic rank plot add_nb_seq Represent number sequences number OTUs (add_nb_seq = FALSE). Note plotting number sequences slower. min_prop_tax (default: 0) minimum proportion taxon plotted. EXPERIMENTAL. moment links min.prop. tax discard sankey network resulting sometimes weird plot. tax2remove vector taxonomic groups remove analysis (e.g. c('Incertae sedis', 'unidentified')) units character string describing physical units () Value symbol2sub (default: c('\\.', '-')) vector symbol delete taxonomy ... Additional arguments passed sankeyNetwork","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"sankeyNetwork plot representing taxonomic distribution OTUs sequences. fact set, represent distribution last taxonomic level modalities fact","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/sankey_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Sankey plot of phyloseq-class object — sankey_pq","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") GP <- subset_taxa(GlobalPatterns, GlobalPatterns@tax_table[, 1] == \"Archaea\") #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ if (requireNamespace(\"networkD3\")) {   sankey_pq(GP, fact = \"SampleType\") } #> Loading required namespace: networkD3 #> Warning: NAs introduced by coercion  {\"x\":{\"links\":{\"source\":[0,0,1,2,2,2,1,1,2,1,1,3,4,5,6,7,8,8,9,4,10,3,11,12,12,12,12,12,12,12,13,13,13,13,13,13,13,14,15,15,15,15,15,15,15,16,17,17,18,18,18,19,19,19,19,19,19,19,20,21,21,21,21,21,21],\"target\":[1,2,3,6,7,8,9,4,5,10,22,11,12,13,14,15,16,17,18,19,20,21,25,26,27,28,29,25,30,31,26,27,28,29,25,30,31,25,26,27,28,29,25,30,31,30,27,29,28,25,30,26,27,28,29,25,30,31,25,26,27,28,29,30,31],\"value\":[106,102,27,7,27,24,8,57,44,3,8,7,37,44,7,27,12,12,5,20,1,18,1,5,5,8,21,4,7,6,4,6,7,19,3,9,9,1,8,6,3,7,1,3,2,2,1,1,1,1,4,4,3,11,2,12,19,3,1,2,11,4,8,1,4]},\"nodes\":{\"name\":[\"Archaea\",\"Crenarchaeota\",\"Euryarchaeota\",\"C2\",\"Thaumarchaeota\",\"Thermoplasmata\",\"Halobacteria\",\"Methanobacteria\",\"Methanomicrobia\",\"SdNA\",\"Thermoprotei\",\"B10\",\"Cenarchaeales\",\"E2\",\"Halobacteriales\",\"Methanobacteriales\",\"Methanomicrobiales\",\"Methanosarcinales\",\"NRPJ\",\"Nitrososphaerales\",\"Sulfolobales\",\"pGrfC26\",\"pMC2A209\",\"FRESHWATER (CREEK)\",\"SEDIMENT (ESTUARY)\",\"SKIN\",\"FECES\",\"FRESHWATER\",\"MOCK\",\"OCEAN\",\"SOIL\",\"TONGUE\"],\"group\":[\"Archaea\",\"Crenarchaeota\",\"Euryarchaeota\",\"C2\",\"Thaumarchaeota\",\"Thermoplasmata\",\"Halobacteria\",\"Methanobacteria\",\"Methanomicrobia\",\"SdNA\",\"Thermoprotei\",\"B10\",\"Cenarchaeales\",\"E2\",\"Halobacteriales\",\"Methanobacteriales\",\"Methanomicrobiales\",\"Methanosarcinales\",\"NRPJ\",\"Nitrososphaerales\",\"Sulfolobales\",\"pGrfC26\",\"pMC2A209\",\"FRESHWATER (CREEK)\",\"SEDIMENT (ESTUARY)\",\"SKIN\",\"FECES\",\"FRESHWATER\",\"MOCK\",\"OCEAN\",\"SOIL\",\"TONGUE\"]},\"options\":{\"NodeID\":\"name\",\"NodeGroup\":\"name\",\"LinkGroup\":null,\"colourScale\":\"d3.scaleOrdinal(d3.schemeCategory20);\",\"fontSize\":7,\"fontFamily\":null,\"nodeWidth\":15,\"nodePadding\":10,\"units\":\"OTUs\",\"margin\":{\"top\":null,\"right\":null,\"bottom\":null,\"left\":null},\"iterations\":32,\"sinksRight\":true}},\"evals\":[],\"jsHooks\":[]}# \\donttest{ if (requireNamespace(\"networkD3\")) {   sankey_pq(GP, taxa = 1:4, min_prop_tax = 0.01)   sankey_pq(GP, taxa = 1:4, min_prop_tax = 0.01, add_nb_seq = TRUE) }  {\"x\":{\"links\":{\"source\":[0,0,1,2,1,2,3,4,5,3,6],\"target\":[1,2,6,5,3,4,7,8,9,10,11],\"value\":[79945,115653,22138,10377,56403,104475,25607,104475,10377,30796,21834]},\"nodes\":{\"name\":[\"Archaea\",\"Crenarchaeota\",\"Euryarchaeota\",\"Thaumarchaeota\",\"Thermoplasmata\",\"Methanobacteria\",\"C2\",\"Cenarchaeales\",\"E2\",\"Methanobacteriales\",\"Nitrososphaerales\",\"pGrfC26\"],\"group\":[\"Archaea\",\"Crenarchaeota\",\"Euryarchaeota\",\"Thaumarchaeota\",\"Thermoplasmata\",\"Methanobacteria\",\"C2\",\"Cenarchaeales\",\"E2\",\"Methanobacteriales\",\"Nitrososphaerales\",\"pGrfC26\"]},\"options\":{\"NodeID\":\"name\",\"NodeGroup\":\"name\",\"LinkGroup\":null,\"colourScale\":\"d3.scaleOrdinal(d3.schemeCategory20);\",\"fontSize\":7,\"fontFamily\":null,\"nodeWidth\":15,\"nodePadding\":10,\"units\":\"Sequences\",\"margin\":{\"top\":null,\"right\":null,\"bottom\":null,\"left\":null},\"iterations\":32,\"sinksRight\":true}},\"evals\":[],\"jsHooks\":[]}# }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"A wrapper of write_pq to save in all three possible formats — save_pq","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"wrapper write_pq save three possible formats","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"","code":"save_pq(physeq, path = NULL, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. path path folder save phyloseq object ... arguments passed write_pq() utils::write.table() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"Build folder (path) four csv tables (refseq.csv, otu_table.csv, tax_table.csv, sam_data.csv) + one table tables together + rdata file (physeq.RData) can loaded using base::load() function + present phylogenetic tree Newick format (phy_tree.txt)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"Write : 4 separate tables 1 table version 1 RData file","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/save_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"A wrapper of write_pq to save in all three possible formats — save_pq","text":"","code":"save_pq(data_fungi, path = paste0(tempdir(), \"/phyloseq\")) #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(`A10-005-B_S188_MERGED.fastq.gz`, #> `A10-005-H_S189_MERGED.fastq.gz`, `A10-005-M_S190_MERGED.fastq.gz`, #> `A12-007_S191_MERGED.fastq.gz`, `A12-007-B_S2_MERGED.fastq.gz`, #> `A15-004_S3_MERGED.fastq.gz`, `A8-005_S4_MERGED.fastq.gz`, #> `A9-012_S5_MERGED.fastq.gz`, `AB29-ABMX-H_S6_MERGED.fastq.gz`, #> `AC27-013_S7_MERGED.fastq.gz`, AC29033_S8_MERGED.fastq.gz, #> `AD26-005-B_S9_MERGED.fastq.gz`, `AD26-005-H_S10_MERGED.fastq.gz`, #> `AD26-005-M_S11_MERGED.fastq.gz`, `AD30-ABMX-M_S12_MERGED.fastq.gz`, #> `AD32-007-M_S13_MERGED.fastq.gz`, `ADABM30X-B_S14_MERGED.fastq.gz`, #> `ADABM30X-H_S15_MERGED.fastq.gz`, `ADABM30X-M_S16_MERGED.fastq.gz`, #> `AE30-ABM507_S17_MERGED.fastq.gz`, `B17-014_S18_MERGED.fastq.gz`, #> `B18-006-B_S19_MERGED.fastq.gz`, `BA16-036bis_S20_MERGED.fastq.gz`, #> `BA17-050-B_S21_MERGED.fastq.gz`, `BB19-006-H_S22_MERGED.fastq.gz`, #> `BB6-019-B_S23_MERGED.fastq.gz`, `BB6-019-H_S24_MERGED.fastq.gz`, #> `BB6-019-M_S25_MERGED.fastq.gz`, `BD14-021_S26_MERGED.fastq.gz`, #> `BE9-006-B_S27_MERGED.fastq.gz`, `BE9-006-H_S28_MERGED.fastq.gz`, #> `BE9-006-M_S29_MERGED.fastq.gz`, `BG7-010-B_S30_MERGED.fastq.gz`, #> `BG7-010-H_S31_MERGED.fastq.gz`, `BG7-010-M_S32_MERGED.fastq.gz`, #> `BH9-021_S33_MERGED.fastq.gz`, `BJ17-007-M_S34_MERGED.fastq.gz`, #> `BJ8-ABM-003_S35_MERGED.fastq.gz`, `BL7-006-B_S36_MERGED.fastq.gz`, #> `BL7-006-H_S37_MERGED.fastq.gz`, `BL7-006-M_S38_MERGED.fastq.gz`, #> `BN11-041_S39_MERGED.fastq.gz`, `BN9-002_S40_MERGED.fastq.gz`, #> `BO8-002_S41_MERGED.fastq.gz`, `BO8-005_S42_MERGED.fastq.gz`, #> `BP11-001-B_S43_MERGED.fastq.gz`, `BP11-001-H_S44_MERGED.fastq.gz`, #> `BP11-001-M_S45_MERGED.fastq.gz`, `BP12-025-B_S46_MERGED.fastq.gz`, #> `BP14-006_S47_MERGED.fastq.gz`, `BQ3-019_S48_MERGED.fastq.gz`, #> `BQ4-018-B_S49_MERGED.fastq.gz`, `BQ4-018-H_S50_MERGED.fastq.gz`, #> `BQ4-018-M_S51_MERGED.fastq.gz`, `BQ9ABM-002_S52_MERGED.fastq.gz`, #> `BR8-005_S53_MERGED.fastq.gz`, `BS14-006_S54_MERGED.fastq.gz`, #> `BT-006-M_S55_MERGED.fastq.gz`, `BT7-006_S56_MERGED.fastq.gz`, #> `BV11-002-B_S57_MERGED.fastq.gz`, `BV11-002-H_S58_MERGED.fastq.gz`, #> `BV11-002-M_S59_MERGED.fastq.gz`, `BW8-003_S60_MERGED.fastq.gz`, #> `C1-001_S61_MERGED.fastq.gz`, `C21-NV1-B_S62_MERGED.fastq.gz`, #> `C21-NV1-H_S63_MERGED.fastq.gz`, `C21-NV1-M_S64_MERGED.fastq.gz`, #> `C9-005_S65_MERGED.fastq.gz`, `CA12-024_S66_MERGED.fastq.gz`, #> `CA9-027_S67_MERGED.fastq.gz`, `CA9-X_S68_MERGED.fastq.gz`, #> `CB8-019-B_S69_MERGED.fastq.gz`, `CB8-019-H_S70_MERGED.fastq.gz`, #> `CB8-019-M_S71_MERGED.fastq.gz`, `CB9-013_S72_MERGED.fastq.gz`, #> `CC3-044_S73_MERGED.fastq.gz`, `CC8-003_S74_MERGED.fastq.gz`, #> `D17-011_S77_MERGED.fastq.gz`, `D18-003-B_S78_MERGED.fastq.gz`, #> `D18-003-H_S79_MERGED.fastq.gz`, `D18-003-M_S80_MERGED.fastq.gz`, #> `D22-NVABM1_S81_MERGED.fastq.gz`, `D61-010-B_S82_MERGED.fastq.gz`, #> `D9-027-B_S83_MERGED.fastq.gz`, `D9-027-H_S84_MERGED.fastq.gz`, #> `D9-027-M_S85_MERGED.fastq.gz`, `DBM-ABM-001_S86_MERGED.fastq.gz`, #> `DJ2-008-B_S87_MERGED.fastq.gz`, `DJ2-008-H_S88_MERGED.fastq.gz`, #> `DJ2-008-M_S89_MERGED.fastq.gz`, `DP4-ABM001_S90_MERGED.fastq.gz`, #> `DS1-ABM002-B_S91_MERGED.fastq.gz`, `DS1-ABM002-H_S92_MERGED.fastq.gz`, #> `DS1-ABM002-M_S93_MERGED.fastq.gz`, `DU3-045-B_S94_MERGED.fastq.gz`, #> `DW4-007_S95_MERGED.fastq.gz`, `DY5-004-B_S96_MERGED.fastq.gz`, #> `DY5-004-H_S97_MERGED.fastq.gz`, `DY5-004-M_S98_MERGED.fastq.gz`, #> `DZ6-ABM-001_S99_MERGED.fastq.gz`, `E9-009-B_S100_MERGED.fastq.gz`, #> `E9-009-H_S101_MERGED.fastq.gz`, `E9-009-M_S102_MERGED.fastq.gz`, #> `EA5-ABM-001_S103_MERGED.fastq.gz`, `EC2-013-B_S104_MERGED.fastq.gz`, #> `F6-ABM-001_S105_MERGED.fastq.gz`, `F7-015-M_S106_MERGED.fastq.gz`, #> `FOMES19-H_S108_MERGED.fastq.gz`, `FOMES19-M_S109_MERGED.fastq.gz`, #> `H10-018-M_S110_MERGED.fastq.gz`, `H24-NVABM1-H_S111_MERGED.fastq.gz`, #> `J18-004-B_S114_MERGED.fastq.gz`, `J18-004-H_S115_MERGED.fastq.gz`, #> `J18-004-M_S116_MERGED.fastq.gz`, `K18-002-H_S117_MERGED.fastq.gz`, #> `K26-NVABM1_S118_MERGED.fastq.gz`, `L19X-B_S119_MERGED.fastq.gz`, #> `L19X-H_S120_MERGED.fastq.gz`, `L19X-M_S121_MERGED.fastq.gz`, #> `L23-002-B_S122_MERGED.fastq.gz`, `L23-002-H_S123_MERGED.fastq.gz`, #> `L23-002-M_S124_MERGED.fastq.gz`, `M22-001_S125_MERGED.fastq.gz`, #> `N19X-B_S126_MERGED.fastq.gz`, `N19X-H_S127_MERGED.fastq.gz`, #> `N19X-M_S128_MERGED.fastq.gz`, `N22-001-B_S129_MERGED.fastq.gz`, #> `N23-002-B_S130_MERGED.fastq.gz`, `N23-002-H_S131_MERGED.fastq.gz`, #> `N23-002-M_S132_MERGED.fastq.gz`, `N25-ABMX_S133_MERGED.fastq.gz`, #> `NVABM-0058_S134_MERGED.fastq.gz`, `NVABM-0163-H_S135_MERGED.fastq.gz`, #> `NVABM-0397_S138_MERGED.fastq.gz`, NVABM0216_S136_MERGED.fastq.gz, #> `NVABM0244-M_S137_MERGED.fastq.gz`, `O20-X-B_S139_MERGED.fastq.gz`, #> `O20-X-H_S140_MERGED.fastq.gz`, `O20-X-M_S141_MERGED.fastq.gz`, #> `O21-007-B_S142_MERGED.fastq.gz`, `O21-007-H_S143_MERGED.fastq.gz`, #> `O21-007-M_S144_MERGED.fastq.gz`, `O24-003-B_S145_MERGED.fastq.gz`, #> `O24-003-H_S146_MERGED.fastq.gz`, `O24-003-M_S147_MERGED.fastq.gz`, #> `O26-004-B_S148_MERGED.fastq.gz`, `O26-004-H_S149_MERGED.fastq.gz`, #> `O26-004-M_S150_MERGED.fastq.gz`, `O27-012_S151_MERGED.fastq.gz`, #> `O9-005-B_S152_MERGED.fastq.gz`, `P19-023-M_S153_MERGED.fastq.gz`, #> `P27-015-M_S154_MERGED.fastq.gz`, `P27-ABM001_S155_MERGED.fastq.gz`, #> `Q27-ABM003-B_S156_MERGED.fastq.gz`, `R25-ABMX_S157_MERGED.fastq.gz`, #> `R28-008-B_S158_MERGED.fastq.gz`, `R28-008-H_S159_MERGED.fastq.gz`, #> `R28-008-M_S160_MERGED.fastq.gz`, `T28-011_S161_MERGED.fastq.gz`, #> `T28-ABM602-B_S162_MERGED.fastq.gz`, `U27-ABM002_S163_MERGED.fastq.gz`, #> `W25-ABMX_S164_MERGED.fastq.gz`, `W26-001-B_S165_MERGED.fastq.gz`, #> `W26-001-H_S166_MERGED.fastq.gz`, `W26-001-M_S167_MERGED.fastq.gz`, #> `W30-006_S168_MERGED.fastq.gz`, `W9-025-M_S169_MERGED.fastq.gz`, #> `X24-009-B_S170_MERGED.fastq.gz`, `X24-009-H_S171_MERGED.fastq.gz`, #> `X24-009-M_S172_MERGED.fastq.gz`, `X24-010_S173_MERGED.fastq.gz`, #> `X29-004-B_S174_MERGED.fastq.gz`, `X29-004-H_S175_MERGED.fastq.gz`, #> `X29-004-M_S176_MERGED.fastq.gz`, `Y21-ABM484-H_S177_MERGED.fastq.gz`, #> `Y28-002-B_S178_MERGED.fastq.gz`, `Y28-002-H_S179_MERGED.fastq.gz`, #> `Y28-002-M_S180_MERGED.fastq.gz`, `Y29-007-B_S181_MERGED.fastq.gz`, #> `Y29-007-H_S182_MERGED.fastq.gz`, `Y29-007-M_S183_MERGED.fastq.gz`, #> `Y31-ABM484-B_S184_MERGED.fastq.gz`, `Z29-001-H_S185_MERGED.fastq.gz`, #> `Z30-002_S186_MERGED.fastq.gz`, `Z30-ABM560-M_S187_MERGED.fastq.gz`)` #> Cleaning suppress 0 taxa and 0 samples. unlink(paste0(tempdir(), \"/phyloseq\"), recursive = TRUE)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"","code":"search_exact_seq_pq(physeq, seq2search)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. seq2search DNAStringSet object sequences search .","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"list data-frames input sequences name, sequences number occurrences original sequence, complement sequence, reverse sequence reverse-complement sequence.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/search_exact_seq_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Search for exact matching of sequences using complement,\nreverse and reverse-complement — search_exact_seq_pq","text":"","code":"data(\"data_fungi\") search_primers <- search_exact_seq_pq(data_fungi,   seq2search = Biostrings::DNAStringSet(c(\"TTGAACGCACATTGCGCC\", \"ATCCCTACCTGATCCGAG\")) )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":null,"dir":"Reference","previous_headings":"","what":"Select one sample from a physeq object — select_one_sample","title":"Select one sample from a physeq object — select_one_sample","text":"Mostly internal used, example function track_wkflow_samples().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Select one sample from a physeq object — select_one_sample","text":"","code":"select_one_sample(physeq, sam_name, silent = FALSE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Select one sample from a physeq object — select_one_sample","text":"physeq (required): phyloseq-class object obtained using phyloseq package. sam_name (required) sample name select silent (logical) true, message printing.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Select one sample from a physeq object — select_one_sample","text":"new phyloseq-class object one sample","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Select one sample from a physeq object — select_one_sample","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_one_sample.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Select one sample from a physeq object — select_one_sample","text":"","code":"A8_005 <- select_one_sample(data_fungi, \"A8-005_S4_MERGED.fastq.gz\") #> You select 1 of 185 samples and conserved 83 out of 1420 taxa represented by 13875 sequences (out of 1839124 sequences [1%]) A8_005 #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 83 taxa and 1 samples ] #> sample_data() Sample Data:       [ 1 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 83 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 83 reference sequences ]"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":null,"dir":"Reference","previous_headings":"","what":"Select a subset of taxa in a specified order where possible — select_taxa","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"Select (subset ) taxa; x allows taxa reordered, taxa given specified order.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"","code":"select_taxa(x, taxa, reorder = TRUE)  # S4 method for sample_data,character select_taxa(x, taxa)  # S4 method for otu_table,character select_taxa(x, taxa, reorder = TRUE)  # S4 method for taxonomyTable,character select_taxa(x, taxa, reorder = TRUE)  # S4 method for XStringSet,character select_taxa(x, taxa, reorder = TRUE)  # S4 method for phylo,character select_taxa(x, taxa)  # S4 method for phyloseq,character select_taxa(x, taxa, reorder = TRUE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"x phyloseq object phyloseq component object taxa Character vector taxa select, requested order reorder Logical specifying whether use order taxa (TRUE) keep order taxa_names(x) (FALSE)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"simple selector function like prune_taxa(taxa, x) taxa character vector always gives taxa order taxa possible (, except phy_tree's phyloseq objects contain phy_tree's).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/select_taxa-methods.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Select a subset of taxa in a specified order where possible — select_taxa","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Filter ancombc_pq results — signif_ancombc","text":"","code":"signif_ancombc(   ancombc_res,   filter_passed = TRUE,   filter_diff = TRUE,   min_abs_lfc = 0 )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Filter ancombc_pq results — signif_ancombc","text":"ancombc_res (required) result ancombc_pq function moment bimodal factors possible. filter_passed (logical, default TRUE) filter using column passed_ss? passed_ss value  TRUE taxon passed sensitivity analysis, .e., adding different pseudo-counts 0s change results. filter_diff (logical, default TRUE) filter using column diff? diff value TRUE taxon significant (q less alpha) min_abs_lfc (integer, default0) Minimum absolute value filter results based Log Fold Change. ex. value 1 filter taxa abundance given level modality least double abundance level.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Filter ancombc_pq results — signif_ancombc","text":"data.frame number columns ancombc_res param less (equal) numbers rows","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Filter ancombc_pq results — signif_ancombc","text":"function mainly wrapper work others. Please make reference ANCOMBC::ancombc2() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/signif_ancombc.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Filter ancombc_pq results — signif_ancombc","text":"","code":"# \\donttest{ if (requireNamespace(\"mia\")) {   data_fungi_mini@tax_table <- phyloseq::tax_table(cbind(     data_fungi_mini@tax_table,     \"taxon\" = taxa_names(data_fungi_mini)   ))    res_time <- ancombc_pq(     data_fungi_mini,     fact = \"Time\",     levels_fact = c(\"0\", \"15\"),     tax_level = \"taxon\",     verbose = TRUE   )    signif_ancombc(res_time) } #> Warning: The group variable has < 3 categories  #> The multi-group comparisons (global/pairwise/dunnet/trend) will be deactivated #> Warning: The number of taxa used for estimating sample-specific biases is: 9 #> A large number of taxa (>50) is required for the consistent estimation of biases #> Obtaining initial estimates ... #> Estimating sample-specific biases ... #> Warning: Estimation of sampling fractions failed for the following samples: #> BT-006-M_S55_MERGED.fastq.gz, C21-NV1-B_S62_MERGED.fastq.gz, CB8-019-H_S70_MERGED.fastq.gz, DY5-004-B_S96_MERGED.fastq.gz, DY5-004-H_S97_MERGED.fastq.gz, J18-004-M_S116_MERGED.fastq.gz, W26-001-B_S165_MERGED.fastq.gz, X24-009-B_S170_MERGED.fastq.gz #> These samples may have an excessive number of zero values #> Sensitivity analysis for pseudo-count addition to 0s: ... #> ANCOM-BC2 primary results ... #>  [1] taxon                 lfc_(Intercept)       lfc_Time15            #>  [4] se_(Intercept)        se_Time15             W_(Intercept)         #>  [7] W_Time15              p_(Intercept)         p_Time15              #> [10] q_(Intercept)         q_Time15              diff_(Intercept)      #> [13] diff_Time15           passed_ss_(Intercept) passed_ss_Time15      #> <0 rows> (or 0-length row.names) # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/simplify_taxo.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Simplify taxonomy by removing some unused characters such as ","text":"","code":"simplify_taxo(physeq, remove_space = TRUE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/simplify_taxo.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Simplify taxonomy by removing some unused characters such as ","text":"physeq (required): phyloseq-class object obtained using phyloseq package. remove_space (logical; default TRUE): remove space?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/simplify_taxo.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Simplify taxonomy by removing some unused characters such as ","text":" phyloseq-class object simplified taxonomy","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/simplify_taxo.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Simplify taxonomy by removing some unused characters such as ","text":"Adrien Taudière","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"","code":"subsample_fastq(fastq_files, folder_output = \"subsample\", nb_seq = 1000)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"fastq_files path one fastq file list fastq files (see examples) folder_output path folder output files nb_seq (int; default 1000) : Number sequences kept (every sequence spread across 4 lines)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"Nothing, create subsampled fastq files folder","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subsample_fastq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Subsample a fastq file copying the n_seq first sequences in a given folder — subsample_fastq","text":"","code":"# \\donttest{ ex_file <- system.file(\"extdata\", \"ex_R1_001.fastq.gz\",   package = \"MiscMetabar\",   mustWork = TRUE ) subsample_fastq(ex_file, paste0(tempdir(), \"/output_fastq\")) subsample_fastq(list_fastq_files(\"extdata\"), paste0(tempdir(), \"/output_fastq\"), n = 10) unlink(paste0(tempdir(), \"/output_fastq\"), recursive = TRUE) # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Subset samples using a conditional boolean vector. — subset_samples_pq","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"main objective function complete phyloseq::subset_samples() function propose easy (prone error) way subset_samples. replace subsetting expression used name variable sam_data boolean vector. Warnings: must verify result function boolean condition must match order samples sam_data slot. function robust use sam_data slot phyloseq object used physeq (see examples)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"","code":"subset_samples_pq(physeq, condition)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. condition boolean vector subset samples. Length must fit number samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"new phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_samples_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Subset samples using a conditional boolean vector. — subset_samples_pq","text":"","code":"cond_samp <- grepl(\"A1\", data_fungi@sam_data[[\"Sample_names\"]]) subset_samples_pq(data_fungi, cond_samp) #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1420 taxa and 9 samples ] #> sample_data() Sample Data:       [ 9 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1420 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1420 reference sequences ]  subset_samples_pq(data_fungi, data_fungi@sam_data[[\"Height\"]] == \"Low\") #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1420 taxa and 45 samples ] #> sample_data() Sample Data:       [ 45 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1420 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1420 reference sequences ]"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"main objective function complete phyloseq::subset_taxa() function propose easy way subset_taxa using named boolean vector. Names must match taxa_names.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"","code":"subset_taxa_pq(   physeq,   condition,   verbose = TRUE,   clean_pq = TRUE,   taxa_names_from_physeq = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. condition named boolean vector subset taxa. Length must fit number taxa names must match taxa_names. Can also condition using column tax_table slot (see examples). order condition taxa_names(physeq), can use parameter taxa_names_from_physeq = TRUE. verbose (logical) Informations printed clean_pq (logical) set TRUE, empty samples discarded subsetting ASV taxa_names_from_physeq (logical) set TRUE, rename condition vector using taxa_names(physeq). Carefully check result function use parameter. effect condition class tax_table.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"new phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Subset taxa using a conditional named boolean vector. — subset_taxa_pq","text":"","code":"subset_taxa_pq(data_fungi, data_fungi@tax_table[, \"Phylum\"] == \"Ascomycota\") #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 354 #> Number of kept ASV 1066 #> Number of kept samples 185 #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1066 taxa and 185 samples ] #> sample_data() Sample Data:       [ 185 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1066 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1066 reference sequences ]  cond_taxa <- grepl(\"Endophyte\", data_fungi@tax_table[, \"Guild\"]) names(cond_taxa) <- taxa_names(data_fungi) subset_taxa_pq(data_fungi, cond_taxa) #> Cleaning suppress 0 taxa (  ) and 9 sample(s) ( A10-005-B_S188_MERGED.fastq.gz / A10-005-M_S190_MERGED.fastq.gz / BE9-006-H_S28_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / CA12-024_S66_MERGED.fastq.gz / H10-018-M_S110_MERGED.fastq.gz / L23-002-H_S123_MERGED.fastq.gz / O24-003-H_S146_MERGED.fastq.gz / O26-004-M_S150_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1292 #> Number of kept ASV 128 #> Number of kept samples 176 #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 128 taxa and 176 samples ] #> sample_data() Sample Data:       [ 176 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 128 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 128 reference sequences ]  subset_taxa_pq(data_fungi, grepl(\"mycor\", data_fungi@tax_table[, \"Guild\"]),   taxa_names_from_physeq = TRUE ) #> Cleaning suppress 0 taxa (  ) and 47 sample(s) ( A10-005-H_S189_MERGED.fastq.gz / A10-005-M_S190_MERGED.fastq.gz / A15-004_S3_MERGED.fastq.gz / A8-005_S4_MERGED.fastq.gz / BA16-036bis_S20_MERGED.fastq.gz / BB6-019-M_S25_MERGED.fastq.gz / BE9-006-B_S27_MERGED.fastq.gz / BE9-006-H_S28_MERGED.fastq.gz / BP11-001-H_S44_MERGED.fastq.gz / BP11-001-M_S45_MERGED.fastq.gz / BQ3-019_S48_MERGED.fastq.gz / BQ4-018-H_S50_MERGED.fastq.gz / C21-NV1-B_S62_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / C9-005_S65_MERGED.fastq.gz / CA9-027_S67_MERGED.fastq.gz / CB8-019-B_S69_MERGED.fastq.gz / CB8-019-M_S71_MERGED.fastq.gz / CC8-003_S74_MERGED.fastq.gz / D17-011_S77_MERGED.fastq.gz / D18-003-B_S78_MERGED.fastq.gz / D18-003-M_S80_MERGED.fastq.gz / DS1-ABM002-H_S92_MERGED.fastq.gz / DZ6-ABM-001_S99_MERGED.fastq.gz / F6-ABM-001_S105_MERGED.fastq.gz / F7-015-M_S106_MERGED.fastq.gz / H10-018-M_S110_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / N23-002-M_S132_MERGED.fastq.gz / N25-ABMX_S133_MERGED.fastq.gz / NVABM-0058_S134_MERGED.fastq.gz / NVABM0244-M_S137_MERGED.fastq.gz / O21-007-H_S143_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / O24-003-B_S145_MERGED.fastq.gz / O24-003-H_S146_MERGED.fastq.gz / O24-003-M_S147_MERGED.fastq.gz / O26-004-M_S150_MERGED.fastq.gz / P27-ABM001_S155_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / X24-009-B_S170_MERGED.fastq.gz / X24-009-H_S171_MERGED.fastq.gz / X24-009-M_S172_MERGED.fastq.gz / X24-010_S173_MERGED.fastq.gz / Y28-002-H_S179_MERGED.fastq.gz / Y28-002-M_S180_MERGED.fastq.gz / Z30-002_S186_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1376 #> Number of kept ASV 44 #> Number of kept samples 138 #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 44 taxa and 138 samples ] #> sample_data() Sample Data:       [ 138 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 44 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 44 reference sequences ]"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"","code":"subset_taxa_tax_control(   physeq,   taxa_distri,   method = \"mean\",   min_diff_for_cutoff = NULL )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"physeq (required): phyloseq-class object obtained using phyloseq package. taxa_distri (required) vector length equal number samples number sequences per samples taxa control method (default: \"mean\") method calculate cut-value. 6 available methods: cutoff_seq: discard taxa less number sequence taxa control, cutoff_mixt: using mixture models, cutoff_diff: using minimum difference threshold (need argument min_diff_for_cutoff) min: minimum three firsts methods max: maximum three firsts methods mean: mean three firsts methods min_diff_for_cutoff (int) argument method cutoff_diff. Required method cutoff_diff, min, max mean","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"new phyloseq-class object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/subset_taxa_tax_control.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Subset taxa using a taxa control (e.g. truffle root tips) through 3 methods. — subset_taxa_tax_control","text":"","code":"subset_taxa_tax_control(data_fungi,   as.numeric(data_fungi@otu_table[, 300]),   min_diff_for_cutoff = 2 ) #> number of iterations= 5  #> number of iterations= 4  #> number of iterations= 8  #> number of iterations= 18  #> number of iterations= 3  #> number of iterations= 25  #> Error in stats::uniroot(f = f, lower = 1, upper = 1000) :  #>   f.upper = f(upper) is NA #> Warning: NAs introduced by coercion #> number of iterations= 8  #> number of iterations= 4  #> number of iterations= 4  #> number of iterations= 10  #> number of iterations= 4  #> number of iterations= 11  #> number of iterations= 13  #> number of iterations= 21  #> number of iterations= 5  #> number of iterations= 38  #> number of iterations= 17  #> number of iterations= 14  #> number of iterations= 5  #> number of iterations= 16  #> number of iterations= 16  #> number of iterations= 22  #> number of iterations= 6  #> number of iterations= 5  #> number of iterations= 23  #> number of iterations= 12  #> number of iterations= 6  #> number of iterations= 16  #> number of iterations= 9  #> number of iterations= 14  #> number of iterations= 8  #> number of iterations= 4  #> number of iterations= 17  #> number of iterations= 3  #> number of iterations= 6  #> number of iterations= 12  #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> number of iterations= 8  #> number of iterations= 8  #> number of iterations= 17  #> number of iterations= 9  #> number of iterations= 6  #> number of iterations= 20  #> number of iterations= 4  #> number of iterations= 5  #> number of iterations= 19  #> number of iterations= 9  #> number of iterations= 5  #> number of iterations= 11  #> number of iterations= 11  #> number of iterations= 5  #> number of iterations= 4  #> number of iterations= 43  #> number of iterations= 6  #> number of iterations= 20  #> number of iterations= 12  #> number of iterations= 6  #> number of iterations= 4  #> number of iterations= 13  #> number of iterations= 20  #> number of iterations= 4  #> number of iterations= 37  #> number of iterations= 16  #> number of iterations= 11  #> number of iterations= 10  #> number of iterations= 9  #> number of iterations= 14  #> number of iterations= 11  #> Error in stats::uniroot(f = f, lower = 1, upper = 1000) :  #>   f.upper = f(upper) is NA #> Warning: NAs introduced by coercion #> number of iterations= 4  #> number of iterations= 13  #> number of iterations= 18  #> number of iterations= 17  #> number of iterations= 16  #> number of iterations= 14  #> number of iterations= 10  #> number of iterations= 12  #> number of iterations= 15  #> number of iterations= 4  #> number of iterations= 27  #> Error in stats::uniroot(f = f, lower = 1, upper = 1000) :  #>   f.upper = f(upper) is NA #> Warning: NAs introduced by coercion #> number of iterations= 12  #> number of iterations= 16  #> number of iterations= 7  #> number of iterations= 9  #> number of iterations= 14  #> number of iterations= 11  #> number of iterations= 6  #> number of iterations= 5  #> number of iterations= 3  #> number of iterations= 4  #> Warning: no non-missing arguments to min; returning Inf #> number of iterations= 24  #> number of iterations= 5  #> number of iterations= 7  #> number of iterations= 14  #> number of iterations= 14  #> number of iterations= 5  #> number of iterations= 5  #> number of iterations= 14  #> One of the variances is going to zero;  trying new starting values. #> One of the variances is going to zero;  trying new starting values. #> number of iterations= 4  #> number of iterations= 14  #> number of iterations= 17  #> number of iterations= 3  #> number of iterations= 8  #> number of iterations= 11  #> number of iterations= 6  #> number of iterations= 7  #> Error in stats::uniroot(f = f, lower = 1, upper = 1000) :  #>   f.upper = f(upper) is NA #> Warning: NAs introduced by coercion #> number of iterations= 14  #> number of iterations= 9  #> number of iterations= 11  #> One of the variances is going to zero;  trying new starting values. #> number of iterations= 11  #> number of iterations= 7  #> number of iterations= 7  #> number of iterations= 13  #> number of iterations= 4  #> number of iterations= 11  #> number of iterations= 18  #> number of iterations= 5  #> One of the variances is going to zero;  trying new starting values. #> number of iterations= 28  #> number of iterations= 9  #> Warning: no non-missing arguments to min; returning Inf #> Warning: no non-missing arguments to min; returning Inf #> number of iterations= 8  #> Warning: no non-missing arguments to min; returning Inf #> number of iterations= 12  #> number of iterations= 4  #> number of iterations= 6  #> number of iterations= 10  #> number of iterations= 16  #> number of iterations= 7  #> number of iterations= 5  #> number of iterations= 10  #> Warning: no non-missing arguments to min; returning Inf #> number of iterations= 7  #> number of iterations= 20  #> number of iterations= 13  #> number of iterations= 6  #> number of iterations= 5  #> number of iterations= 32  #> number of iterations= 3  #> number of iterations= 6  #> number of iterations= 6  #> number of iterations= 6  #> number of iterations= 11  #> number of iterations= 3  #> number of iterations= 3  #> number of iterations= 11  #> One of the variances is going to zero;  trying new starting values. #> number of iterations= 5  #> number of iterations= 5  #> number of iterations= 5  #> The filtering processes discard 64 taxa and 36525 sequences #> phyloseq-class experiment-level object #> otu_table()   OTU Table:         [ 1356 taxa and 185 samples ] #> sample_data() Sample Data:       [ 185 samples by 7 sample variables ] #> tax_table()   Taxonomy Table:    [ 1356 taxa by 12 taxonomic ranks ] #> refseq()      DNAStringSet:      [ 1356 reference sequences ]"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/summary_plot_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Summarize a phyloseq-class object using a plot. — summary_plot_pq","text":"","code":"summary_plot_pq(   physeq,   add_info = TRUE,   min_seq_samples = 500,   clean_pq = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/summary_plot_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Summarize a phyloseq-class object using a plot. — summary_plot_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. add_info bottom corner contain extra informations? min_seq_samples (int): Used add_info set true print number samples less sequences number. clean_pq (logical): phyloseq object cleaned using clean_pq() function?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/summary_plot_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Summarize a phyloseq-class object using a plot. — summary_plot_pq","text":"ggplot2 object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/summary_plot_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Summarize a phyloseq-class object using a plot. — summary_plot_pq","text":"","code":"summary_plot_pq(data_fungi) #> Cleaning suppress 0 taxa and 0 samples.  summary_plot_pq(data_fungi, add_info = FALSE) + scale_fill_viridis_d() #> Cleaning suppress 0 taxa and 0 samples. #> Scale for fill is already present. #> Adding another scale for fill, which will replace the existing scale."},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"","code":"swarm_clustering(   physeq = NULL,   dna_seq = NULL,   d = 1,   swarmpath = \"swarm\",   vsearch_path = \"vsearch\",   nproc = 1,   swarm_args = \"--fastidious\",   tax_adjust = 0,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"physeq (required): phyloseq-class object obtained using phyloseq package. dna_seq WORKING MOMENT may directly use character vector DNA sequences place physeq args. physeq set, dna sequences take value physeq@refseq d (default: 1) maximum number differences allowed two amplicons, meaning two amplicons grouped d (less) differences swarmpath (default: swarm) path swarm vsearch_path (default: vsearch) path vsearch, used physeq NULL dna_seq provided. nproc (default: 1) Set number cpus/processors use clustering swarm_args (default : \"--fastidious\") one length character element defining parameters  passed swarm See possible methods SWARM pdf manual tax_adjust (Default 0) See man page merge_taxa_vec() details. conserved taxonomic rank abundant ASV, keep_temporary_files (logical, default: FALSE) keep temporary files ? temp.fasta (refseq fasta dna_seq sequences) temp_output (classical output SWARM) temp_uclust (clusters output SWARM)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"new object class physeq list cluster dna_seq args used.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"function use merge_taxa_vec function merge taxa clusters. default tax_adjust = 0. See man page merge_taxa_vec(). function mainly wrapper work others. Please cite SWARM.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"SWARM can downloaded https://github.com/torognes/swarm/. SWARM can downloaded https://github.com/torognes/swarm. information associated publications doi:10.1093/bioinformatics/btab493  doi:10.7717/peerj.593","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/swarm_clustering.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Re-cluster sequences of an object of class physeq\nor cluster a list of DNA sequences using SWARM — swarm_clustering","text":"","code":"summary_plot_pq(data_fungi) #> Cleaning suppress 0 taxa and 0 samples.  system2(\"swarm\", \"-h\")  data_fungi_swarm <- swarm_clustering(data_fungi) summary_plot_pq(data_fungi_swarm) #> Cleaning suppress 0 taxa and 0 samples.   sequences_ex <- c(   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTAATAACGAATTCATTGAATCA\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAAGGCCCACTT\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACCCGGGATTTGATGGGGCGAATTACCTGGTAGAGGTG\",   \"TACCTATGTTGCCTTGGCGGCTAAACCTACC\",   \"CGGGATTTGATGGCGAATTACCTGGTATTTTAGCCCACTTACCCGGTACCATGAGGTG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACCTGG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\",   \"GCGGCTAAACCTACCCGGGATTTGATGGCGAATTACAAAG\" )  sequences_ex_swarm <- swarm_clustering(   dna_seq = sequences_ex )"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"","code":"tax_bar_pq(   physeq,   fact = \"Sample\",   taxa = \"Order\",   percent_bar = FALSE,   nb_seq = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact Name factor cluster samples modalities. Need physeq@sam_data. taxa (default: 'Order') Name taxonomic rank interest percent_bar (default FALSE) TRUE, stacked bar fill space 0 1. just set position = \"fill\" ggplot2::geom_bar() function nb_seq (logical; default TRUE) set FALSE, number ASV count. Concretely, physeq otu_table transformed binary otu_table (value different zero set one)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"ggplot2 plot  bar representing number sequence en taxonomic groups","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_bar_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot the distribution of sequences or ASV in one taxonomic levels — tax_bar_pq","text":"","code":"data_fungi_ab <- subset_taxa_pq(data_fungi, taxa_sums(data_fungi) > 10000) #> Cleaning suppress 0 taxa (  ) and 15 sample(s) ( BE9-006-B_S27_MERGED.fastq.gz / C21-NV1-M_S64_MERGED.fastq.gz / DJ2-008-B_S87_MERGED.fastq.gz / DY5-004-H_S97_MERGED.fastq.gz / DY5-004-M_S98_MERGED.fastq.gz / E9-009-B_S100_MERGED.fastq.gz / E9-009-H_S101_MERGED.fastq.gz / N22-001-B_S129_MERGED.fastq.gz / O20-X-B_S139_MERGED.fastq.gz / O21-007-M_S144_MERGED.fastq.gz / R28-008-H_S159_MERGED.fastq.gz / R28-008-M_S160_MERGED.fastq.gz / W26-001-M_S167_MERGED.fastq.gz / Y29-007-H_S182_MERGED.fastq.gz / Y29-007-M_S183_MERGED.fastq.gz ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 1385 #> Number of kept ASV 35 #> Number of kept samples 170 tax_bar_pq(data_fungi_ab) + theme(legend.position = \"none\")  # \\donttest{ tax_bar_pq(data_fungi_ab, taxa = \"Class\")  tax_bar_pq(data_fungi_ab, taxa = \"Class\", percent_bar = TRUE)  tax_bar_pq(data_fungi_ab, taxa = \"Class\", fact = \"Time\") #> Warning: Removed 770 rows containing missing values or values outside the scale range #> (`geom_bar()`).  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"","code":"tax_datatable(   physeq,   abundance = TRUE,   taxonomic_level = NULL,   modality = NULL,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"physeq (required): phyloseq-class object obtained using phyloseq package. abundance (default: TRUE) number sequences print taxonomic_level (default: NULL) vector selected taxonomic level using column numbers (e.g. taxonomic_level = 1:7) modality (default: NULL) sample modality split OTU abundancy level modality ... argument datatable function","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"datatable","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Make a datatable with the taxonomy of a phyloseq-class object — tax_datatable","text":"","code":"data(\"GlobalPatterns\", package = \"phyloseq\") if (requireNamespace(\"DT\")) {   tax_datatable(subset_taxa(     GlobalPatterns,     rowSums(GlobalPatterns@otu_table) > 10000   ))    # Using modality   tax_datatable(GlobalPatterns,     modality = GlobalPatterns@sam_data$SampleType   ) } #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’ #> Found more than one class \"phylo\" in cache; using the first, from namespace 'phyloseq' #> Also defined by ‘RNeXML’ ‘tidytree’  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va\",\"Thioclava\",\"Thioclava\",\"Thioclava\",\"Thioclava\",\"Thioclava\",\"Thioclava\",\"Thioclava\",null,null,null,null,\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",\"Rhodobaca\",null,\"Rhodovulum\",\"Rhodovulum\",\"Rhodovulum\",\"Rhodovulum\",null,null,\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",\"Amaricoccus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Afifella\",\"Afifella\",\"Hirschia\",null,null,null,null,null,\"Hyphomonas\",\"Hyphomonas\",\"Hyphomonas\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Maricaulis\",\"Maricaulis\",null,\"Oceanicaulis\",\"Oceanicaulis\",null,null,null,null,null,null,null,null,null,null,null,null,null,\"Asticcacaulis\",\"Asticcacaulis\",null,null,null,null,null,\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Brevundimonas\",\"Mycoplana\",null,\"Brevundimonas\",null,null,null,null,null,null,null,null,null,null,\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",\"Phenylobacterium\",null,null,null,null,null,null,\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",\"Caulobacter\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Phaeospirillum\",null,null,null,null,null,null,\"Inquilinus\",\"Inquilinus\",\"Inquilinus\",\"Inquilinus\",\"Inquilinus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodovibrio\",\"Rhodovibrio\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Azospirillum\",\"Azospirillum\",null,null,null,null,\"Rhodospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",\"Azospirillum\",null,null,\"Skermanella\",\"Skermanella\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodothalassium\",null,null,null,null,null,null,null,null,null,null,null,\"Roseococcus\",\"Roseococcus\",\"Roseococcus\",null,null,null,null,null,\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Roseomonas\",\"Acidisoma\",\"Acidisoma\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Gluconobacter\",\"Acetobacter\",null,\"Asaia\",null,\"Acidomonas\",\"Acidomonas\",null,\"Gluconacetobacter\",null,null,null,null,null,null,null,null,null,null,null,null,null,\"Acidocella\",\"Acidocella\",\"Acidocella\",\"Acidocella\",\"Acidocella\",\"Acidiphilium\",\"Acidiphilium\",\"Acidiphilium\",\"Acidiphilium\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Novispirillum\",\"Novispirillum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Telmatospirillum\",\"Telmatospirillum\",\"Telmatospirillum\",\"Telmatospirillum\",null,null,\"Magnetospi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Thermosinus\",\"Thermosinus\",\"Thermosinus\",\"Thermosinus\",\"Thermosinus\",\"Thermosinus\",null,null,null,null,\"Anaeroglobus\",\"Anaeroglobus\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Dialister\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",\"Veillonella\",null,\"Thermincola\",\"Thermincola\",null,null,null,null,null,\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfitobacterium\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",\"Desulfosporosinus\",null,\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",\"Dehalobacterium\",null,null,null,\"Peptococcus\",\"Peptococcus\",\"Desulfotomaculum\",\"Pelotomaculum\",\"Pelotomaculum\",\"Pelotomaculum\",\"Pelotomaculum\",\"Pelotomaculum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Fervidobacterium\",\"Thermanaerovibrio\",null,\"Cloacibacillus\",\"TG5\",\"TG5\",\"Jonquetella\",\"Pyramidobacter\",\"Coprothermobacter\",null,null,null,null,null],[null,null,\"Sulfolobusacidocaldarius\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Cenarchaeumsymbiosum\",\"Cenarchaeumsymbiosum\",null,null,null,null,null,\"pIVWA5\",\"pIVWA5\",\"pIVWA5\",null,null,null,null,\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"CandidatusNitrososphaeragargensis\",\"SCA1145\",\"SCA1145\",\"SCA1145\",\"SCA1145\",null,\"SCA1170\",\"SCA1170\",\"SCA1170\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Haloterrigenathermotolerans\",\"Haloterrigenathermotolerans\",\"Halomicrobiummukohataei\",null,null,null,\"Methanosaetathermophila\",null,null,null,null,null,\"Methanosarcinaacetivorans\",\"Methanosarcinamazei\",\"Methanosarcinamazei\",null,null,\"Methanosphaerulapalustris\",\"Methanosphaerulapalustris\",null,null,null,null,null,null,null,null,null,\"Methanocorpusculumlabreanum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methanobacteriumbryantii\",null,null,\"Methanobacteriumbeijingense\",null,null,null,null,\"Methanosphaerastadtmanae\",null,null,null,null,\"Methanobrevibacterarboriphilus\",null,\"Methanobrevibactersmithii\",null,null,null,null,null,null,null,\"Propionibacteriumacnes\",\"Propionibacteriumgranulosum\",\"Propionibacteriumacidipropionici\",null,\"Aestuariimicrobiumkwangyangense\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Nocardioideslentus\",null,null,null,null,null,null,null,null,\"Nocardioidesalkalitolerans\",null,\"Nocardioidesalbus\",\"Nocardioidesalbus\",null,null,null,\"Nocardioidesoleivorans\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Kribbellaaluminosa\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null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null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Pseudanabaenasp.PCC6903\",\"Pseudanabaenasp.PCC6903\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Sulfuricurvumkujiense\",null,null,null,null,null,null,null,null,null,null,\"Sulfurimonasdenitrificans\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Campylobacterfetus\",\"Campylobacterlanienae\",null,null,null,null,\"Campylobacterhelveticus\",null,\"Campylobactercurvus\",\"Campylobactergracilis\",\"Campylobacterhominis\",\"Bacteroidesureolyticus\",\"Campylobactermucosalis\",\"Campylobacterconcisus\",null,null,null,null,null,null,null,null,null,null,null,\"Arcobactercryaerophilus\",null,\"Arcobacterbutzleri\",null,\"Arcobacternitrofigilis\",null,null,null,null,null,null,null,null,null,null,null,\"Mariprofundusferrooxydans\",null,null,null,null,null,null,null,\"Hydrogenophilushalorhabdus\",null,\"Hydrogenophilusthermoluteolus\",\"CandidatusTremblayaprinceps\",\"CandidatusTremblayaprinceps\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"CandidatusBurkholderiakirkii\",null,null,null,null,null,\"Burkholderiagraminis\",null,null,null,null,null,null,null,null,null,null,null,\"Burkholderiatropica\",null,null,null,null,null,null,null,\"Burkholderiasordidicola\",null,null,null,null,null,null,\"Burkholderiamultivorans\",\"Burkholderiaandropogonis\",\"Burkholderiaandropogonis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Sutterellaparvirubra\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Pelistegaeuropaea\",null,null,null,null,null,null,\"Alcaligenesfaecalis\",\"Alcaligenesfaecalis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Microvirgulaaerodenitrificans\",\"Laribacterhongkongensis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Eikenellacorrodens\",null,\"Bergerielladenitrificans\",null,\"Neisserialactamica\",null,null,null,null,null,null,null,\"Conchiformibiussteedae\",\"Conchiformibiuskuhniae\",\"Conchiformibiuskuhniae\",\"Kingellakingae\",null,null,null,null,null,null,\"Simonsiellamuelleri\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methyloteneramobilis\",null,null,null,null,null,null,null,null,null,null,null,null,\"Methylobacillusflagellatus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Nitrosococcusmobilis\",null,null,\"Nitrosospiramultiformis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methyloversatilisuniversalis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thauerasp.MZ1T\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Azonexusfungiphilus\",null,null,null,null,null,null,null,null,null,null,\"Dechloromonasaromatica\",null,null,null,null,null,null,null,null,\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",\"Rhodocyclustenuis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,n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ll,null,\"Vibriosp.AND4\",null,null,null,null,null,\"Vibriometschnikovii\",null,null,\"Vibriovulnificus\",\"Vibriovulnificus\",null,\"Vibrioproteolyticus\",null,\"Vibrioagarivorans\",\"Vibriogallicus\",\"Vibrioichthyoenteri\",null,null,null,null,\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",\"Vibrioorientalis\",null,null,null,null,null,null,null,\"Vibriocholerae\",null,null,null,null,null,null,null,null,null,null,\"Vibriorumoiensis\",null,null,null,null,null,null,null,null,null,\"Photobacteriumrosenbergii\",\"Photobacteriumdamselae\",null,null,\"Salinivibriocosticola\",\"Salinivibriocosticola\",null,null,null,null,\"Grimontiahollisae\",\"Moritellaviscosa\",\"Shewanellabenthica\",\"Shewanellasediminis\",\"Shewanellahanedai\",null,null,null,null,null,\"Shewanellaloihica\",null,null,null,\"Shewanelladenitrificans\",\"Shewanellafrigidimarina\",null,null,null,\"Shewanellaoneidensis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Zobellellataiwanensis\",null,null,null,null,null,null,null,null,\"BisgaardTaxon14\",null,null,null,\"Actinobacillusporcinus\",\"Actinobacillusporcinus\",\"Actinobacillusrossii\",\"Mannheimiasucciniciproducens\",null,\"Pasteurellamultocida\",null,null,null,null,null,null,\"Actinobacilluscapsulatus\",\"Bibersteiniatrehalosi\",\"Bibersteiniatrehalosi\",null,null,null,null,\"Haemophilusducreyi\",null,\"Haemophilusparahaemolyticus\",null,\"Actinobacilluspleuropneumoniae\",null,null,\"Actinobacillusindolicus\",null,null,null,\"Volucribacterpsittacicida\",\"Gallibacteriumanatis\",\"Gallibacteriummelopsittaci\",null,\"Gallibacteriumgenomosp.3\",null,null,null,null,null,\"Haemophilusparainfluenzae\",\"Haemophilusparainfluenzae\",\"Haemophilusparainfluenzae\",\"Haemophilusparainfluenzae\",\"BisgaardTaxon10\",\"Actinobacillussuccinogenes\",\"Pasteurellaaerogenes\",\"Aggregatibacteractinomycetemcomitans\",\"Aggregatibactersegnis\",\"Pasteurellapneumotropica\",null,null,null,null,\"Haemophilusinfluenzae\",\"Haemophilusinfluenzae\",\"Histophilussomni\",null,null,null,null,null,\"Edwardsiellaictaluri\",null,null,\"CandidatusHamiltonelladefensa\",\"CandidatusRegiellainsecticola\",null,\"Brenneriaquercina\",null,\"Sodalisglossinidius\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"CandidatusBlochmanniafloridanus\",null,null,\"CandidatusBaumanniacicadellinicola\",\"CandidatusBaumanniacicadellinicola\",null,null,\"Plesiomonasshigelloides\",null,null,null,\"Brenneriarubrifaciens\",null,null,null,null,null,null,null,null,null,\"Serratiamarcescens\",\"Serratiamarcescens\",null,null,\"Raoultellaornithinolytica\",null,null,null,null,null,\"CandidatusSerratiasymbiotica\",null,null,null,null,null,null,null,\"symbiontofNoeetapupillata\",null,null,null,null,null,null,\"Enterobacterpulveris\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Enterobactercowanii\",\"Citrobacterfarmeri\",\"Citrobacterrodentium\",null,null,null,null,null,\"Buttiauxellaagrestis\",null,null,\"Enterobacterhormaechei\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Klebsiellaoxytoca\",null,null,null,null,null,null,\"Pantoeaoleae\",null,null,null,null,null,null,null,null,null,null,\"Pantoeaananatis\",\"Pantoeaananatis\",\"Pantoeaananatis\",\"Pantoeaananatis\",\"Pantoeaananatis\",null,null,null,null,null,null,\"Erwiniatoletana\",null,null,null,null,\"Proteusmirabilis\",\"Xenorhabdusnematophila\",\"Xenorhabduskozodoii\",\"Photorhabdustemperata\",\"Photorhabdustemperata\",null,null,\"Xenorhabdusbudapestensis\",null,\"Xenorhabduscabanillasii\",\"Xenorhabdusstockiae\",null,null,null,null,\"ArsenophonusendosymbiontofDermacentorvariabilis\",null,\"CandidatusPhlomobacterfragariae\",null,null,\"Anaerobiospirillumsucciniciproducens\",null,\"Tolumonasauensis\",null,null,null,null,null,null,\"Psychrobactercryohalolentis\",null,\"Psychrobacterpacificensis\",null,null,null,null,null,null,\"Psychrobactersp.PRwf-1\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Alkanindigeshongkongensis\",null,null,null,null,null,null,null,null,null,null,null,null,\"Acinetobacterursingii\",\"Acinetobactersp.ADP1\",\"Acinetobacterrhizosphaerae\",\"Acinetobacterrhizosphaerae\",null,null,null,null,null,\"Acinetobacterlwoffii\",\"Acinetobacterlwoffii\",\"Acinetobacterlwoffii\",null,null,null,null,\"Acinetobacterradioresistens\",null,null,null,null,\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",\"Acinetobacterjohnsonii\",null,null,null,null,nul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null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thiothrixeikelboomii\",\"Thiothrixflexilis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"gammaproteobacteriumendosymbiontofSiboglinumfiordicum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Legionellapneumophila\",\"Legionellapneumophila\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Legionellabrunensis\",null,null,\"Tatlockiamaceachernii\",null,null,null,null,null,null,null,\"Legionellayabuuchiae\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Coxiellaburnetii\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thioplocaingrica\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thiobacillusprosperus\",null,null,null,null,null,null,null,null,\"Thioalkalivibriosp.HL-EbGR7\",null,null,null,\"Ectothiorhodospirasp.BogoriaRed\",null,null,null,\"Nitrosococcusoceani\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thiohalomonasdenitrificans\",\"Thiohalomonasdenitrificans\",null,\"Thiohalospirahalophila\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Thiorhodovibriowinogradskyi\",\"Thiorhodovibriowinogradskyi\",\"Thiorhodovibriowinogradskyi\",null,null,null,null,null,null,null,null,null,\"Allochromatiumvinosum\",\"Allochromatiumvinosum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Achromatiumoxaliferum\",\"Achromatiumoxaliferum\",\"Achromatiumoxaliferum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Solimonassoli\",null,null,null,null,null,\"Nevskiaramosa\",\"Nevskiaramosa\",null,\"Hydrocarboniphagaeffusa\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Lysobactertaiwanensis\",null,null,\"Thermomonasfusca\",\"Thermomonasfusca\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Xanthomonasaxonopodis\",null,\"Pseudoxanthomonastaiwanensis\",\"Pseudoxanthomonasmexicana\",\"Pseudoxanthomonasmexicana\",null,null,null,null,null,null,null,null,null,\"Pseudomonasgeniculata\",null,null,\"Stenotrophomonaskoreensis\",\"Stenotrophomonaskoreensis\",null,null,null,null,null,null,\"Luteimonasmephitis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodanobacterlindaniclasticus\",\"Rhodanobacterlindaniclasticus\",null,null,null,null,null,null,null,null,\"Dyellajaponica\",\"Dyellajaponica\",null,\"Luteibacterrhizovicinus\",null,null,null,null,\"Frateuriaaurantia\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"CandidatusPelagibacterubique\",\"CandidatusPelagibacterubique\",\"CandidatusPelagibacterubique\",\"CandidatusPelagibacterubique\",\"CandidatusPelagibacterubique\",null,null,null,null,null,null,\"RickettsiaendosymbiontofDeronectesplatynotus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Pseudaminobactersalicylatoxidans\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Ochrobactrumintermedium\",null,null,null,null,null,null,null,\"Rhizobiumsullae\",\"Rhizobiumsullae\",null,null,null,null,null,\"Mycoplanapeli\",null,null,null,null,null,null,null,\"Rhizobiumsp.IRBG74\",\"Rhizobiumsp.IRBG74\",\"Agrobacteriumlarrymoorei\",null,null,null,null,null,null,\"Agrobacteriumvitis\",null,null,\"Martelellamediterranea\",null,null,null,null,null,\"Aurantimonasmanganoxydans\",null,\"Fulvimarinapelagi\",\"Aurantimonasaltamirensis\",null,null,null,null,null,null,null,null,null,null,null,\"Chelativoransmultitrophicus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodobiumorientis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Pleomorphomonasoryzae\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Xanthobacterautotrophicus\",null,\"Azorhizobiumcaulinodans\",null,null,null,null,null,null,null,null,\"Labrysmethylaminiphilus\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Bradyrhizobiumcanariense\",\"Bradyrhizobiumcanariense\",null,null,null,null,null,null,null,null,null,\"Afipiafelis\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Rhodoplaneselegans\",\"Rhodoplaneselegans\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methylobacteriumkomagatae\",\"Methylobacteriumkomagatae\",null,null,\"Methylobacteriumorganophilum\",\"Methylobacteriumorganophilum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methylocellapalustris\",null,null,\"Beijerinckiaindica\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Methylosinussporium\",\"Methylosinussporium\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Hyphomicrobiumsulfonivorans\",null,null,null,null,null,null,null,null,null,\"Pedomicrobiumaustralicum\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Hyphomicrobiumzavarzinii\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,\"Labrenziaaggregata\",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null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Must character vector factor. level (required) level (must present modality) interest min_nb_seq_taxa (default 0 = filter) minimum number sequences per taxa min_nb_samples_taxa (default 0 = filter) minimum number samples per taxa","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/taxa_only_in_one_level.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Show taxa which are present in only one given level of a modality — taxa_only_in_one_level","text":"vector taxa names vector taxa names","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/taxa_only_in_one_level.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Show taxa which are present in only one given level of a modality — taxa_only_in_one_level","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/taxa_only_in_one_level.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Show taxa which are present in only one given level of a modality — taxa_only_in_one_level","text":"","code":"data_fungi_mini_woNA4height <- subset_samples(   data_fungi_mini,   !is.na(data_fungi_mini@sam_data$Height) ) taxa_only_in_one_level(data_fungi_mini_woNA4height, \"Height\", \"High\") #> Cleaning suppress 3 taxa and 0 samples. #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 42 #> Number of filtered-out ASV 35 #> Number of kept ASV 7 #> Number of kept samples 3 #> Cleaning suppress 3 taxa and 0 samples. #> [1] \"ASV48\" \"ASV50\" \"ASV77\" \"ASV93\" # Taxa present only in low height samples suppressMessages(suppressWarnings(taxa_only_in_one_level(data_fungi, \"Height\", \"Low\"))) #>   [1] \"ASV54\"   \"ASV84\"   \"ASV143\"  \"ASV190\"  \"ASV202\"  \"ASV229\"  \"ASV247\"  #>   [8] \"ASV253\"  \"ASV254\"  \"ASV274\"  \"ASV307\"  \"ASV311\"  \"ASV318\"  \"ASV330\"  #>  [15] \"ASV388\"  \"ASV394\"  \"ASV408\"  \"ASV412\"  \"ASV422\"  \"ASV433\"  \"ASV442\"  #>  [22] \"ASV457\"  \"ASV476\"  \"ASV487\"  \"ASV491\"  \"ASV495\"  \"ASV549\"  \"ASV554\"  #>  [29] \"ASV560\"  \"ASV571\"  \"ASV604\"  \"ASV659\"  \"ASV664\"  \"ASV672\"  \"ASV679\"  #>  [36] \"ASV682\"  \"ASV683\"  \"ASV703\"  \"ASV710\"  \"ASV713\"  \"ASV716\"  \"ASV730\"  #>  [43] \"ASV739\"  \"ASV751\"  \"ASV753\"  \"ASV777\"  \"ASV804\"  \"ASV808\"  \"ASV814\"  #>  [50] \"ASV827\"  \"ASV829\"  \"ASV862\"  \"ASV867\"  \"ASV900\"  \"ASV943\"  \"ASV946\"  #>  [57] \"ASV957\"  \"ASV993\"  \"ASV1033\" \"ASV1041\" \"ASV1045\" \"ASV1105\" \"ASV1115\" #>  [64] \"ASV1116\" \"ASV1117\" \"ASV1124\" \"ASV1158\" \"ASV1166\" \"ASV1184\" \"ASV1197\" #>  [71] \"ASV1199\" \"ASV1214\" \"ASV1218\" \"ASV1228\" \"ASV1242\" \"ASV1262\" \"ASV1265\" #>  [78] \"ASV1298\" \"ASV1307\" \"ASV1364\" \"ASV1374\" \"ASV1378\" \"ASV1381\" \"ASV1384\" #>  [85] \"ASV1405\" \"ASV1416\" \"ASV1430\" \"ASV1450\" \"ASV1454\" \"ASV1470\" \"ASV1471\" #>  [92] \"ASV1480\" \"ASV1485\" \"ASV1498\" \"ASV1524\" \"ASV1527\" \"ASV1537\" \"ASV1542\" #>  [99] \"ASV1559\" \"ASV1563\" \"ASV1569\" \"ASV1575\" \"ASV1576\" \"ASV1584\" \"ASV1594\" #> [106] \"ASV1600\" \"ASV1611\" \"ASV1624\" \"ASV1627\" \"ASV1632\" \"ASV1645\" \"ASV1653\" #> [113] \"ASV1654\" \"ASV1664\" \"ASV1665\" \"ASV1667\" \"ASV1670\" \"ASV1672\" \"ASV1680\" #> [120] \"ASV1681\" \"ASV1704\" \"ASV1705\" \"ASV1716\" \"ASV1726\" # Number of taxa present only in sample of time equal to 15 suppressMessages(suppressWarnings(length(taxa_only_in_one_level(data_fungi, \"Time\", \"15\")))) #> [1] 126"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":null,"dir":"Reference","previous_headings":"","what":"Summarize information from sample data in a table — tbl_sum_samdata","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"wrapper gtsummary::tbl_summary() function case physeq object.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"","code":"tbl_sum_samdata(physeq, remove_col_unique_value = TRUE, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"physeq (required): phyloseq-class object obtained using phyloseq package. remove_col_unique_value (logical, default TRUE) remove informative columns (categorical column one value per samples), e.g. samples names ? ... Others arguments pass gtsummary::tbl_summary().","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"new phyloseq-class object larger slot tax_table","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"function mainly wrapper work others. Please make reference gtsummary::tbl_summary() use function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tbl_sum_samdata.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Summarize information from sample data in a table — tbl_sum_samdata","text":"","code":"if (requireNamespace(\"gtsummary\")) {   tbl_sum_samdata(data_fungi) %>%     gtsummary::as_kable()    summary_samdata <- tbl_sum_samdata(data_fungi,     include = c(\"Time\", \"Height\"),     type = list(Time ~ \"continuous2\", Height ~ \"categorical\"),     statistic = list(Time ~ c(\"{median} ({p25}, {p75})\", \"{min}, {max}\"))   ) } # \\donttest{ data(enterotype) if (requireNamespace(\"gtsummary\")) {   summary_samdata <- tbl_sum_samdata(enterotype)   summary_samdata <- tbl_sum_samdata(enterotype, include = !contains(\"SampleId\")) } # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":null,"dir":"Reference","previous_headings":"","what":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"List fastq fastg.gz files -> nb reads samples List dada-class -> nb reads, clusters (ASV) samples List derep-class -> nb reads, clusters (unique sequences) samples Matrix samples x clusters (e.g. otu_table) -> nb reads, clusters samples Phyloseq-class -> nb reads, clusters samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"","code":"track_wkflow(   list_of_objects,   obj_names = NULL,   clean_pq = FALSE,   taxonomy_rank = NULL,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"list_of_objects (required) list objects obj_names list names corresponding list objects clean_pq (logical) set TRUE, empty samples empty ASV discarded clustering. taxonomy_rank vector int. Define column number taxonomic rank physeq@tax_table compute number unique value. Default NULL compute values taxonomic rank ... arguments passed clean_pq() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"number sequences, clusters (e.g. OTUs, ASVs) samples object.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfrom various objects including dada-class and derep-class. — track_wkflow","text":"","code":"data(enterotype) if (requireNamespace(\"pbapply\")) {   track_wkflow(list(data_fungi, enterotype), taxonomy_rank = c(3, 5)) } #> Compute the number of sequences #> Start object of class: phyloseq #> Start object of class: phyloseq #> Compute the number of clusters #> Start object of class: phyloseq #> Start object of class: phyloseq #> Compute the number of samples #> Start object of class: phyloseq #> Start object of class: phyloseq #> Compute the number of values in taxonomic rank #> Start object of class: phyloseq #> Start object of class: phyloseq #> Start object of class: phyloseq #> Start object of class: phyloseq #>   nb_sequences nb_clusters nb_samples Class Family #> 1 1839124.0000        1420        185    25    163 #> 2     279.9807         553        280     1      1"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":null,"dir":"Reference","previous_headings":"","what":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each sample — track_wkflow_samples","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each sample — track_wkflow_samples","text":"Contrary track_wkflow(), phyloseq object possible. information available manual function track_wkflow()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each sample — track_wkflow_samples","text":"","code":"track_wkflow_samples(list_pq_obj, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each sample — track_wkflow_samples","text":"list_pq_obj (required): list object passed track_wkflow() phyloseq object return value information sample needed ... args passed track_wkflow()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each sample — track_wkflow_samples","text":"list dataframe. cf track_wkflow() information","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each sample — track_wkflow_samples","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/track_wkflow_samples.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Track the number of reads (= sequences), samples and cluster (e.g. ASV)\nfor each sample — track_wkflow_samples","text":"","code":"tree_A10_005 <- subset_samples(data_fungi, Tree_name == \"A10-005\") if (requireNamespace(\"pbapply\")) {   track_wkflow_samples(tree_A10_005) } #> You select 1 of 3 samples and conserved 67 out of 1420 taxa represented by 13314 sequences (out of 56868 sequences [23%]) #> Compute the number of sequences #> Start object of class: phyloseq #> Compute the number of clusters #> Start object of class: phyloseq #> Compute the number of samples #> Start object of class: phyloseq #> You select 1 of 3 samples and conserved 70 out of 1420 taxa represented by 39593 sequences (out of 56868 sequences [70%]) #> Compute the number of sequences #> Start object of class: phyloseq #> Compute the number of clusters #> Start object of class: phyloseq #> Compute the number of samples #> Start object of class: phyloseq #> You select 1 of 3 samples and conserved 54 out of 1420 taxa represented by 3961 sequences (out of 56868 sequences [7%]) #> Compute the number of sequences #> Start object of class: phyloseq #> Compute the number of clusters #> Start object of class: phyloseq #> Compute the number of samples #> Start object of class: phyloseq #> $`A10-005-B_S188_MERGED.fastq.gz` #>   nb_sequences nb_clusters nb_samples #> 1        13314          67          1 #>  #> $`A10-005-H_S189_MERGED.fastq.gz` #>   nb_sequences nb_clusters nb_samples #> 1        39593          70          1 #>  #> $`A10-005-M_S190_MERGED.fastq.gz` #>   nb_sequences nb_clusters nb_samples #> 1         3961          54          1 #>"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":null,"dir":"Reference","previous_headings":"","what":"Adds transparency to a vector of colors — transp","title":"Adds transparency to a vector of colors — transp","text":"Adds transparency vector colors","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Adds transparency to a vector of colors — transp","text":"","code":"transp(col, alpha = 0.5)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Adds transparency to a vector of colors — transp","text":"col vector colors alpha (default 0.5) numeric value 0 1 representing alpha coefficient; 0: total transparency; 1: transparency.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Adds transparency to a vector of colors — transp","text":"color vector","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/transp.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Adds transparency to a vector of colors — transp","text":"Thibaut Jombart adegenet package","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot treemap of 2 taxonomic levels — treemap_pq","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"Note lvl2need nested lvl1","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"","code":"treemap_pq(   physeq,   lvl1,   lvl2,   nb_seq = TRUE,   log10trans = TRUE,   plot_legend = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. lvl1 (required) Name first (higher) taxonomic rank interest lvl2 (required) Name second (lower) taxonomic rank interest nb_seq (logical; default TRUE) set FALSE, number ASV count. Concretely, physeq otu_table transformed binary otu_table (value different zero set one) log10trans (logical, default TRUE) TRUE, number sequences (ASV nb_seq = FALSE) log10 transformed. plot_legend (logical, default FALSE) TRUE, plot che legend color lvl 1 ... arguments passed treemapify::geom_treemap() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"ggplot2 graphic","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/treemap_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Plot treemap of 2 taxonomic levels — treemap_pq","text":"","code":"data(data_fungi_sp_known) if (requireNamespace(\"treemapify\")) {   treemap_pq(     clean_pq(subset_taxa(       data_fungi_sp_known,       Phylum == \"Basidiomycota\"     )),     \"Order\", \"Class\",     plot_legend = TRUE   ) } #> Loading required namespace: treemapify #> Cleaning suppress 0 taxa and 5 samples.  # \\donttest{ if (requireNamespace(\"treemapify\")) {   treemap_pq(     clean_pq(subset_taxa(       data_fungi_sp_known,       Phylum == \"Basidiomycota\"     )),     \"Order\", \"Class\",     log10trans = FALSE   )   treemap_pq(     clean_pq(subset_taxa(       data_fungi_sp_known,       Phylum == \"Basidiomycota\"     )),     \"Order\", \"Class\",     nb_seq = FALSE, log10trans = FALSE   ) } #> Cleaning suppress 0 taxa and 5 samples. #> Cleaning suppress 0 taxa and 5 samples.  # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Compute tSNE position of samples from a phyloseq object — tsne_pq","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"Compute tSNE position samples phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"","code":"tsne_pq(physeq, method = \"bray\", dims = 2, theta = 0, perplexity = 30, ...)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. method method calculate distance using vegan::vegdist() function dims (Int) Output dimensionality (default: 2) theta (Numeric) Speed/accuracy trade-(increase less accuracy), set 0.0 exact TSNE (default: 0.0 see details man page Rtsne::Rtsne). perplexity (Numeric) Perplexity parameter (bigger 3 * perplexity < nrow(X) - 1, see details man page Rtsne::Rtsne) ... arguments passed Rtsne::Rtsne()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"list element including matrix Y containing new representations objects. See ?Rtsne::Rtsne() information","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/tsne_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Compute tSNE position of samples from a phyloseq object — tsne_pq","text":"","code":"if (requireNamespace(\"Rtsne\")) {   res_tsne <- tsne_pq(data_fungi) } #> Taxa are now in rows."},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":null,"dir":"Reference","previous_headings":"","what":"Get the unique value in x or NA if none — unique_or_na","title":"Get the unique value in x or NA if none — unique_or_na","text":"unique(x) single value, return ; otherwise, return NA type x. x factor, levels ordered status kept either case. x non-atomic vector (.e. list), logical NA used.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Get the unique value in x or NA if none — unique_or_na","text":"","code":"unique_or_na(x)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Get the unique value in x or NA if none — unique_or_na","text":"x vector","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Get the unique value in x or NA if none — unique_or_na","text":"Either single value (unique(x) return single value) NA","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Get the unique value in x or NA if none — unique_or_na","text":"Michael R. McLaren (orcid: 0000-0003-1575-473X)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/unique_or_na.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Get the unique value in x or NA if none — unique_or_na","text":"","code":"f <- factor(c(\"a\", \"a\", \"b\", \"c\"), ordered = TRUE) unique_or_na(f) #> [1] <NA> #> Levels: a < b < c unique_or_na(f[1:2]) #> [1] a #> Levels: a < b < c  x <- c(\"a\", \"b\", \"a\") unique_or_na(x[c(1, 3)]) #> [1] \"a\" unique_or_na(x) #> [1] NA unique_or_na(x) %>% typeof() #> [1] \"character\""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Make upset plot for phyloseq object. — upset_pq","title":"Make upset plot for phyloseq object. — upset_pq","text":"Alternative venn plot.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Make upset plot for phyloseq object. — upset_pq","text":"","code":"upset_pq(   physeq,   fact,   taxa_fill = NULL,   min_nb_seq = 0,   na_remove = TRUE,   numeric_fonction = sum,   rarefy_after_merging = FALSE,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Make upset plot for phyloseq object. — upset_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. taxa_fill (default NULL) fill ASV upset using column tax_table slot. min_nb_seq minimum number sequences OTUs samples take count OTUs sample. example, min_nb_seq=2,value 2 less OTU table count venn diagram na_remove : TRUE (default), NA values fact removed FALSE, NA values set \"NA\" numeric_fonction (default : sum) function numeric vector useful complex plot (see examples) rarefy_after_merging Rarefy sample merging modalities fact parameter ... arguments passed ComplexUpset::upset()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Make upset plot for phyloseq object. — upset_pq","text":"ggplot2 plot","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Make upset plot for phyloseq object. — upset_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Make upset plot for phyloseq object. — upset_pq","text":"","code":"if (requireNamespace(\"ComplexUpset\")) {   upset_pq(data_fungi_mini,     fact = \"Height\", width_ratio = 0.2,     taxa_fill = \"Class\"   ) } #> Loading required namespace: ComplexUpset #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137  # \\donttest{ if (requireNamespace(\"ComplexUpset\")) {   upset_pq(data_fungi_mini, fact = \"Height\", min_nb_seq = 1000)   upset_pq(data_fungi_mini, fact = \"Height\", na_remove = FALSE)    upset_pq(data_fungi_mini, fact = \"Time\", width_ratio = 0.2, rarefy_after_merging = TRUE)    upset_pq(     data_fungi_mini,     fact = \"Time\",     width_ratio = 0.2,     annotations = list(       \"Sequences per ASV \\n (log10)\" = (         ggplot(mapping = aes(y = log10(Abundance)))         +           geom_jitter(aes(             color =               Abundance           ), na.rm = TRUE)           +           geom_violin(alpha = 0.5, na.rm = TRUE) +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       ),       \"ASV per phylum\" = (         ggplot(mapping = aes(fill = Phylum))         +           geom_bar() +           ylab(\"ASV per phylum\") +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       )     )   )     upset_pq(     data_fungi_mini,     fact = \"Time\",     width_ratio = 0.2,     numeric_fonction = mean,     annotations = list(       \"Sequences per ASV \\n (log10)\" = (         ggplot(mapping = aes(y = log10(Abundance)))         +           geom_jitter(aes(             color =               Abundance           ), na.rm = TRUE)           +           geom_violin(alpha = 0.5, na.rm = TRUE) +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       ),       \"ASV per phylum\" = (         ggplot(mapping = aes(fill = Phylum))         +           geom_bar() +           ylab(\"ASV per phylum\") +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       )     )   )     upset_pq(     subset_taxa(data_fungi_mini, Phylum == \"Basidiomycota\"),     fact = \"Time\",     width_ratio = 0.2,     base_annotations = list(),     annotations = list(       \"Sequences per ASV \\n (log10)\" = (         ggplot(mapping = aes(y = log10(Abundance)))         +           geom_jitter(aes(             color =               Abundance           ), na.rm = TRUE)           +           geom_violin(alpha = 0.5, na.rm = TRUE) +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       ),       \"ASV per phylum\" = (         ggplot(mapping = aes(fill = Class))         +           geom_bar() +           ylab(\"ASV per Class\") +           theme(legend.key.size = unit(0.2, \"cm\")) +           theme(axis.text = element_text(size = 12))       )     )   )    data_fungi2 <- data_fungi_mini   data_fungi2@sam_data[[\"Time_0\"]] <- data_fungi2@sam_data$Time == 0   data_fungi2@sam_data[[\"Height__Time_0\"]] <-     paste0(data_fungi2@sam_data[[\"Height\"]], \"__\", data_fungi2@sam_data[[\"Time_0\"]])   data_fungi2@sam_data[[\"Height__Time_0\"]][grepl(\"NA\", data_fungi2@sam_data[[\"Height__Time_0\"]])] <-     NA   upset_pq(data_fungi2, fact = \"Height__Time_0\", width_ratio = 0.2, min_size = 2) } #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> You set `rngseed` to FALSE. Make sure you've set & recorded #>  the random seed of your session for reproducibility. #> See `?set.seed` #> ... #> At least one sample name start with a zero. #>     That can be a problem for some phyloseq functions such as #>     plot_bar and psmelt. #> Cleaning suppress 0 taxa and 0 samples. #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137 #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 45 #> Number of filtered-out ASV 0 #> Number of kept ASV 45 #> Number of kept samples 137  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Test for differences between intersections — upset_test_pq","text":"","code":"upset_test_pq(   physeq,   fact,   var_to_test = \"OTU\",   min_nb_seq = 0,   na_remove = TRUE,   numeric_fonction = sum,   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Test for differences between intersections — upset_test_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. var_to_test (default c(\"OTU\")) : vector column present tax_table slot physeq object min_nb_seq minimum number sequences OTUs samples take count OTUs sample. example, min_nb_seq=2,value 2 less OTU table count venn diagram na_remove : TRUE (default), NA values fact removed FALSE, NA values set \"NA\" numeric_fonction (default : sum) function numeric vector useful complex plot (see examples) ... arguments passed ComplexUpset::upset_test()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Test for differences between intersections — upset_test_pq","text":"ggplot2 plot","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Test for differences between intersections — upset_test_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Test for differences between intersections — upset_test_pq","text":"","code":"data(data_fungi) if (requireNamespace(\"ComplexUpset\")) {   upset_test_pq(data_fungi, \"Height\", var_to_test = c(\"OTU\", \"Class\", \"Guild\"))   upset_test_pq(data_fungi, \"Time\") } #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 0 #> Number of kept ASV 1420 #> Number of kept samples 185 #> [1] \"OTU, Class, Guild differ significantly between intersections\" #> Cleaning suppress 0 taxa (  ) and 0 sample(s) (  ). #> Number of non-matching ASV 0 #> Number of matching ASV 1420 #> Number of filtered-out ASV 0 #> Number of kept ASV 1420 #> Number of kept samples 185 #> [1] \"OTU differ significantly between intersections\" #>     variable     p.value statistic                         test         fdr #> OTU      OTU 0.002217898   33.7837 Kruskal-Wallis rank sum test 0.002217898"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Partition the Variation of a phyloseq object by 2, 3, or 4 Explanatory Matrices — var_par_pq","title":"Partition the Variation of a phyloseq object by 2, 3, or 4 Explanatory Matrices — var_par_pq","text":"function partitions variation otu_table using distance (Bray per default) respect two, three, four explanatory tables, using adjusted R² redundancy analysis ordination (RDA) distance-based redundancy analysis. response single vector, partitioning partial regression. Collinear variables explanatory tables removed prior partitioning. See vegan::varpart() information.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Partition the Variation of a phyloseq object by 2, 3, or 4 Explanatory Matrices — var_par_pq","text":"","code":"var_par_pq(   physeq,   list_component,   dist_method = \"bray\",   dbrda_computation = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Partition the Variation of a phyloseq object by 2, 3, or 4 Explanatory Matrices — var_par_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. list_component (required) named list 2, 3 four vectors names @sam_data slot. dist_method (default \"bray\") distance used. See phyloseq::distance() available distances run phyloseq::distanceMethodList(). \"aitchison\" \"robust.aitchison\" distance, vegan::vegdist() function directly used. dbrda_computation (logical) dbrda computations runned individual component (name list component) ?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Partition the Variation of a phyloseq object by 2, 3, or 4 Explanatory Matrices — var_par_pq","text":"object class \"varpart\", see vegan::varpart()","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Partition the Variation of a phyloseq object by 2, 3, or 4 Explanatory Matrices — var_par_pq","text":"function mainly wrapper work others. Please make reference vegan::varpart() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Partition the Variation of a phyloseq object by 2, 3, or 4 Explanatory Matrices — var_par_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Partition the Variation of a phyloseq object by 2, 3, or 4 Explanatory Matrices — var_par_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"vegan\")) {   data_fungi_woNA <-     subset_samples(data_fungi, !is.na(Time) & !is.na(Height))   res_var <- var_par_pq(data_fungi_woNA,     list_component = list(       \"Time\" = c(\"Time\"),       \"Size\" = c(\"Height\", \"Diameter\")     ),     dbrda_computation = TRUE   ) } # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_rarperm_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Partition the Variation of a phyloseq object with rarefaction permutations — var_par_rarperm_pq","title":"Partition the Variation of a phyloseq object with rarefaction permutations — var_par_rarperm_pq","text":"extension function var_par_pq(). main addition computation nperm permutations rarefaction even depth sample. return object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_rarperm_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Partition the Variation of a phyloseq object with rarefaction permutations — var_par_rarperm_pq","text":"","code":"var_par_rarperm_pq(   physeq,   list_component,   dist_method = \"bray\",   nperm = 99,   quantile_prob = 0.975,   dbrda_computation = FALSE,   dbrda_signif_pval = 0.05,   sample.size = min(sample_sums(physeq)),   verbose = FALSE,   progress_bar = TRUE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_rarperm_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Partition the Variation of a phyloseq object with rarefaction permutations — var_par_rarperm_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. list_component (required) named list 2, 3 four vectors names @sam_data slot. dist_method (default \"bray\") distance used. See phyloseq::distance() available distances run phyloseq::distanceMethodList(). aitchison robust.aitchison distance, vegan::vegdist() function directly used.#' @param fill_bg nperm (int) number permutations perform. quantile_prob (float, [0:1]) value compute quantile. Minimum quantile compute using 1-quantile_prob. dbrda_computation (logical) dbrda computations runned individual component (name list component) ? dbrda_signif_pval (float, [0:1]) value dbrda considered significant. sample.size (int) single integer value equal number reads simulated, also known depth. See phyloseq::rarefy_even_depth(). verbose (logical). TRUE, print additional informations. progress_bar (logical, default TRUE) print progress calculation?","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_rarperm_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Partition the Variation of a phyloseq object with rarefaction permutations — var_par_rarperm_pq","text":"list class varpart additional information $part$indfract part. Adj.R.square mean across permutation. Adj.R.squared_quantil_min Adj.R.squared_quantil_max represent quantile values adjuste R squared","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_rarperm_pq.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Partition the Variation of a phyloseq object with rarefaction permutations — var_par_rarperm_pq","text":"function mainly wrapper work others. Please make reference vegan::varpart() use function.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_rarperm_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Partition the Variation of a phyloseq object with rarefaction permutations — var_par_rarperm_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/var_par_rarperm_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Partition the Variation of a phyloseq object with rarefaction permutations — var_par_rarperm_pq","text":"","code":"# \\donttest{ if (requireNamespace(\"vegan\")) {   data_fungi_woNA <- subset_samples(data_fungi, !is.na(Time) & !is.na(Height))   res_var_9 <- var_par_rarperm_pq(     data_fungi_woNA,     list_component = list(       \"Time\" = c(\"Time\"),       \"Size\" = c(\"Height\", \"Diameter\")     ),     nperm = 9,     dbrda_computation = TRUE   )   res_var_2 <- var_par_rarperm_pq(     data_fungi_woNA,     list_component = list(       \"Time\" = c(\"Time\"),       \"Size\" = c(\"Height\", \"Diameter\")     ),     nperm = 2,     dbrda_computation = TRUE   ) } #>    |                                                           |                                                  |   0%   |                                                           |======                                            |  11%   |                                                           |===========                                       |  22%   |                                                           |=================                                 |  33%   |                                                           |======================                            |  44%   |                                                           |============================                      |  56%   |                                                           |=================================                 |  67%   |                                                           |=======================================           |  78%   |                                                           |============================================      |  89%   |                                                           |==================================================| 100%   |                                                           |                                                  |   0%   |                                                           |=========================                         |  50%   |                                                           |==================================================| 100% # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Venn diagram of phyloseq-class object — venn_pq","text":"","code":"venn_pq(physeq, fact, min_nb_seq = 0, print_values = TRUE)"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Venn diagram of phyloseq-class object — venn_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. fact (required): Name factor cluster samples modalities. Need physeq@sam_data. min_nb_seq (default: 0)): minimum number sequences OTUs samples take count OTUs sample. example, min_nb_seq=2,value 2 less OTU table change 0 analysis print_values (logical) Print () table number OTUs combination. print_values TRUE object ggplot object. Please use print_values = FALSE want add ggplot function (cf example).","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Venn diagram of phyloseq-class object — venn_pq","text":"ggplot2 plot representing Venn diagram modalities argument factor","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Venn diagram of phyloseq-class object — venn_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Venn diagram of phyloseq-class object — venn_pq","text":"","code":"if (requireNamespace(\"venneuler\")) {   data(\"enterotype\")   venn_pq(enterotype, fact = \"SeqTech\") } #> Loading required namespace: venneuler  # \\donttest{ if (requireNamespace(\"venneuler\")) {   venn_pq(enterotype, fact = \"ClinicalStatus\")   venn_pq(enterotype, fact = \"Nationality\", print_values = FALSE)   venn_pq(enterotype, fact = \"ClinicalStatus\", print_values = FALSE) +     scale_fill_hue()   venn_pq(enterotype, fact = \"ClinicalStatus\", print_values = FALSE) +     scale_fill_hue() }   # }"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/verify_pq.html","id":null,"dir":"Reference","previous_headings":"","what":"Verify the validity of a phyloseq object — verify_pq","title":"Verify the validity of a phyloseq object — verify_pq","text":"Mostly internal use MiscMetabar functions.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/verify_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Verify the validity of a phyloseq object — verify_pq","text":"","code":"verify_pq(   physeq,   verbose = FALSE,   min_nb_seq_sample = 500,   min_nb_seq_taxa = 1 )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/verify_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Verify the validity of a phyloseq object — verify_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. verbose (logical, default FALSE) TRUE, prompt warnings. min_nb_seq_sample (numeric) used verbose = TRUE. Minimum number sequences per samples show warning. min_nb_seq_taxa (numeric) used verbose = TRUE. Minimum number sequences per taxa show warning.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/verify_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Verify the validity of a phyloseq object — verify_pq","text":"Nothing phyloseq object valid. error case. Warnings verbose = TRUE","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"","code":"vs_search_global(   physeq,   seq2search = NULL,   path_to_fasta = NULL,   vsearchpath = \"vsearch\",   id = 0.8,   iddef = 0,   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"physeq (required): phyloseq-class object obtained using phyloseq package. seq2search (required path_to_fasta NULL) Either () DNAstringSet object (ii) character vector convert DNAstringSet using Biostrings::DNAStringSet() path_to_fasta (required seq2search NULL) path fasta file seq2search est NULL. vsearchpath (default: vsearch) path vsearch id (default: 0.8) id option --usearch_global vsearch software iddef (default: 0) iddef option --usearch_global vsearch software keep_temporary_files (logical, default: FALSE) keep temporary files temp.fasta (refseq fasta) cluster.fasta (centroid) temp.uc (clusters)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"dataframe uc results (invisible)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"function mainly wrapper work others. Please cite vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vs_search_global.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Search for a list of sequence in a fasta file against physeq reference\nsequences using vsearch — vs_search_global","text":"","code":"# \\donttest{ if (requireNamespace(\"seqinr\")) {   file_dna <- tempfile(\"dna.fa\")   seqinr::write.fasta(\"GCCCATTAGTATTCTAGTGGGCATGCCTGTTCGAGCGTCATTTTCAACC\",     file = file_dna, names = \"seq1\"   )    res <- vs_search_global(data_fungi, path_to_fasta = file_dna)   unlink(file_dna)    res[res$identity != \"*\", ]    clean_pq(subset_taxa(data_fungi, res$identity != \"*\")) } #> Error in eval(e, x, parent.frame()): object 'res' not found # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"","code":"vsearch_clustering(   physeq = NULL,   dna_seq = NULL,   nproc = 1,   id = 0.97,   vsearchpath = \"vsearch\",   tax_adjust = 0,   vsearch_cluster_method = \"--cluster_size\",   vsearch_args = \"--strand both\",   keep_temporary_files = FALSE )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"physeq (required): phyloseq-class object obtained using phyloseq package. dna_seq may directly use character vector DNA sequences place physeq args. physeq set, dna sequences take value physeq@refseq nproc (default: 1) Set number cpus/processors use clustering id (default: 0.97) level identity cluster vsearchpath (default: vsearch) path vsearch tax_adjust (Default 0) See man page merge_taxa_vec() details. conserved taxonomic rank abundant ASV, set tax_adjust 0 (default). moment tax_adjust = 0 robust vsearch_cluster_method (default: \"--cluster_size) See possible methods vsearch manual (e.g. --cluster_size --cluster_smallmem) --cluster_fast : Clusterize fasta sequences filename, automatically sort decreasing sequence length beforehand. --cluster_size : Clusterize fasta sequences filename, automatically sort decreasing sequence abundance beforehand. --cluster_smallmem : Clusterize fasta sequences filename without automatically modifying order beforehand. Sequence expected sorted decreasing sequence length, unless --usersort used. case may set vsearch_args vsearch_args = \"--strand --usersort\" vsearch_args (default : \"--strand \") one length character element defining parameters passed vsearch. keep_temporary_files (logical, default: FALSE) keep temporary files ? temp.fasta (refseq fasta dna_seq sequences) cluster.fasta (centroid method = \"vsearch\") temp.uc (clusters method = \"vsearch\")","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"new object class physeq list cluster dna_seq args used.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"function use merge_taxa_vec() function merge taxa clusters. default tax_adjust = 0. See man page merge_taxa_vec(). function mainly wrapper work others. Please cite vsearch.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"VSEARCH can downloaded https://github.com/torognes/vsearch. information associated publication https://pubmed.ncbi.nlm.nih.gov/27781170.","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/vsearch_clustering.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Recluster sequences of an object of class physeq\nor cluster a list of DNA sequences using vsearch software — vsearch_clustering","text":"","code":"# \\donttest{ summary_plot_pq(data_fungi) #> Cleaning suppress 0 taxa and 0 samples.  d_vs <- vsearch_clustering(data_fungi) summary_plot_pq(d_vs) #> Cleaning suppress 0 taxa and 0 samples.  # }"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"","code":"write_pq(   physeq,   path = NULL,   rdata = FALSE,   one_file = FALSE,   write_sam_data = TRUE,   sam_data_first = FALSE,   clean_pq = TRUE,   reorder_asv = FALSE,   rename_asv = FALSE,   remove_empty_samples = TRUE,   remove_empty_taxa = TRUE,   clean_samples_names = TRUE,   silent = FALSE,   verbose = FALSE,   quote = FALSE,   sep_csv = \"\\t\",   ... )"},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"physeq (required): phyloseq-class object obtained using phyloseq package. path path folder save phyloseq object rdata (logical) phyloseq object also saved Rdata format? one_file (logical) TRUE, combine data one file write_sam_data (logical) samples data add file. used one_file TRUE. Note option result lot NA values. sam_data_first (logical) TRUE, put sample data top table used one_file write_sam_data TRUE. clean_pq (logical) set TRUE, empty samples discarded subsetting ASV reorder_asv (logical) TRUE otu_table ordered number sequences ASV (descending order). Default TRUE. possible clean_pq set TRUE. rename_asv reorder_asv (logical) TRUE, ASV renamed position OTU_table (asv_1, asv_2, ...). Default FALSE. possible clean_pq set TRUE. remove_empty_samples (logical) want remove samples without sequences (done removing empty taxa) remove_empty_taxa (logical) want remove taxa without sequences (done removing empty samples) clean_samples_names (logical) want clean samples names? silent (logical) true, message printing. verbose (logical) Additional informations message verbose parameter overwrite silent parameter. quote logical value (default FALSE) numeric vector. TRUE, character factor columns surrounded double quotes.  numeric vector, elements taken indices columns quote.  cases, row column names quoted written. FALSE nothing quoted. sep_csv (default tabulation) separator column ... arguments passed utils::write.table() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"Build folder (path) containing one four csv tables (refseq.csv, otu_table.csv, tax_table.csv, sam_data.csv) present phy_tree Newick format","code":""},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"Adrien Taudière","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/reference/write_pq.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Save phyloseq object in the form of multiple csv tables. — write_pq","text":"","code":"write_pq(data_fungi, path = paste0(tempdir(), \"/phyloseq\")) #> Cleaning suppress 0 taxa and 0 samples. write_pq(data_fungi, path = paste0(tempdir(), \"/phyloseq\"), one_file = TRUE) #> Cleaning suppress 0 taxa and 0 samples. #> Joining with `by = join_by(`A10-005-B_S188_MERGED.fastq.gz`, #> `A10-005-H_S189_MERGED.fastq.gz`, `A10-005-M_S190_MERGED.fastq.gz`, #> `A12-007_S191_MERGED.fastq.gz`, `A12-007-B_S2_MERGED.fastq.gz`, #> `A15-004_S3_MERGED.fastq.gz`, `A8-005_S4_MERGED.fastq.gz`, #> `A9-012_S5_MERGED.fastq.gz`, `AB29-ABMX-H_S6_MERGED.fastq.gz`, #> `AC27-013_S7_MERGED.fastq.gz`, AC29033_S8_MERGED.fastq.gz, #> `AD26-005-B_S9_MERGED.fastq.gz`, `AD26-005-H_S10_MERGED.fastq.gz`, #> `AD26-005-M_S11_MERGED.fastq.gz`, `AD30-ABMX-M_S12_MERGED.fastq.gz`, #> `AD32-007-M_S13_MERGED.fastq.gz`, `ADABM30X-B_S14_MERGED.fastq.gz`, #> `ADABM30X-H_S15_MERGED.fastq.gz`, `ADABM30X-M_S16_MERGED.fastq.gz`, #> `AE30-ABM507_S17_MERGED.fastq.gz`, `B17-014_S18_MERGED.fastq.gz`, #> `B18-006-B_S19_MERGED.fastq.gz`, `BA16-036bis_S20_MERGED.fastq.gz`, #> `BA17-050-B_S21_MERGED.fastq.gz`, `BB19-006-H_S22_MERGED.fastq.gz`, #> `BB6-019-B_S23_MERGED.fastq.gz`, `BB6-019-H_S24_MERGED.fastq.gz`, #> `BB6-019-M_S25_MERGED.fastq.gz`, `BD14-021_S26_MERGED.fastq.gz`, #> `BE9-006-B_S27_MERGED.fastq.gz`, `BE9-006-H_S28_MERGED.fastq.gz`, #> `BE9-006-M_S29_MERGED.fastq.gz`, `BG7-010-B_S30_MERGED.fastq.gz`, #> `BG7-010-H_S31_MERGED.fastq.gz`, `BG7-010-M_S32_MERGED.fastq.gz`, #> `BH9-021_S33_MERGED.fastq.gz`, `BJ17-007-M_S34_MERGED.fastq.gz`, #> `BJ8-ABM-003_S35_MERGED.fastq.gz`, `BL7-006-B_S36_MERGED.fastq.gz`, #> `BL7-006-H_S37_MERGED.fastq.gz`, `BL7-006-M_S38_MERGED.fastq.gz`, #> `BN11-041_S39_MERGED.fastq.gz`, `BN9-002_S40_MERGED.fastq.gz`, #> `BO8-002_S41_MERGED.fastq.gz`, `BO8-005_S42_MERGED.fastq.gz`, #> `BP11-001-B_S43_MERGED.fastq.gz`, `BP11-001-H_S44_MERGED.fastq.gz`, #> `BP11-001-M_S45_MERGED.fastq.gz`, `BP12-025-B_S46_MERGED.fastq.gz`, #> `BP14-006_S47_MERGED.fastq.gz`, `BQ3-019_S48_MERGED.fastq.gz`, #> `BQ4-018-B_S49_MERGED.fastq.gz`, `BQ4-018-H_S50_MERGED.fastq.gz`, #> `BQ4-018-M_S51_MERGED.fastq.gz`, `BQ9ABM-002_S52_MERGED.fastq.gz`, #> `BR8-005_S53_MERGED.fastq.gz`, `BS14-006_S54_MERGED.fastq.gz`, #> `BT-006-M_S55_MERGED.fastq.gz`, `BT7-006_S56_MERGED.fastq.gz`, #> `BV11-002-B_S57_MERGED.fastq.gz`, `BV11-002-H_S58_MERGED.fastq.gz`, #> `BV11-002-M_S59_MERGED.fastq.gz`, `BW8-003_S60_MERGED.fastq.gz`, #> `C1-001_S61_MERGED.fastq.gz`, `C21-NV1-B_S62_MERGED.fastq.gz`, #> `C21-NV1-H_S63_MERGED.fastq.gz`, `C21-NV1-M_S64_MERGED.fastq.gz`, #> `C9-005_S65_MERGED.fastq.gz`, `CA12-024_S66_MERGED.fastq.gz`, #> `CA9-027_S67_MERGED.fastq.gz`, `CA9-X_S68_MERGED.fastq.gz`, #> `CB8-019-B_S69_MERGED.fastq.gz`, `CB8-019-H_S70_MERGED.fastq.gz`, #> `CB8-019-M_S71_MERGED.fastq.gz`, `CB9-013_S72_MERGED.fastq.gz`, #> `CC3-044_S73_MERGED.fastq.gz`, `CC8-003_S74_MERGED.fastq.gz`, #> `D17-011_S77_MERGED.fastq.gz`, `D18-003-B_S78_MERGED.fastq.gz`, #> `D18-003-H_S79_MERGED.fastq.gz`, `D18-003-M_S80_MERGED.fastq.gz`, #> `D22-NVABM1_S81_MERGED.fastq.gz`, `D61-010-B_S82_MERGED.fastq.gz`, #> `D9-027-B_S83_MERGED.fastq.gz`, `D9-027-H_S84_MERGED.fastq.gz`, #> `D9-027-M_S85_MERGED.fastq.gz`, `DBM-ABM-001_S86_MERGED.fastq.gz`, #> `DJ2-008-B_S87_MERGED.fastq.gz`, `DJ2-008-H_S88_MERGED.fastq.gz`, #> `DJ2-008-M_S89_MERGED.fastq.gz`, `DP4-ABM001_S90_MERGED.fastq.gz`, #> `DS1-ABM002-B_S91_MERGED.fastq.gz`, `DS1-ABM002-H_S92_MERGED.fastq.gz`, #> `DS1-ABM002-M_S93_MERGED.fastq.gz`, `DU3-045-B_S94_MERGED.fastq.gz`, #> `DW4-007_S95_MERGED.fastq.gz`, `DY5-004-B_S96_MERGED.fastq.gz`, #> `DY5-004-H_S97_MERGED.fastq.gz`, `DY5-004-M_S98_MERGED.fastq.gz`, #> `DZ6-ABM-001_S99_MERGED.fastq.gz`, `E9-009-B_S100_MERGED.fastq.gz`, #> `E9-009-H_S101_MERGED.fastq.gz`, `E9-009-M_S102_MERGED.fastq.gz`, #> `EA5-ABM-001_S103_MERGED.fastq.gz`, `EC2-013-B_S104_MERGED.fastq.gz`, #> `F6-ABM-001_S105_MERGED.fastq.gz`, `F7-015-M_S106_MERGED.fastq.gz`, #> `FOMES19-H_S108_MERGED.fastq.gz`, `FOMES19-M_S109_MERGED.fastq.gz`, #> `H10-018-M_S110_MERGED.fastq.gz`, `H24-NVABM1-H_S111_MERGED.fastq.gz`, #> `J18-004-B_S114_MERGED.fastq.gz`, `J18-004-H_S115_MERGED.fastq.gz`, #> `J18-004-M_S116_MERGED.fastq.gz`, `K18-002-H_S117_MERGED.fastq.gz`, #> `K26-NVABM1_S118_MERGED.fastq.gz`, `L19X-B_S119_MERGED.fastq.gz`, #> `L19X-H_S120_MERGED.fastq.gz`, `L19X-M_S121_MERGED.fastq.gz`, #> `L23-002-B_S122_MERGED.fastq.gz`, `L23-002-H_S123_MERGED.fastq.gz`, #> `L23-002-M_S124_MERGED.fastq.gz`, `M22-001_S125_MERGED.fastq.gz`, #> `N19X-B_S126_MERGED.fastq.gz`, `N19X-H_S127_MERGED.fastq.gz`, #> `N19X-M_S128_MERGED.fastq.gz`, `N22-001-B_S129_MERGED.fastq.gz`, #> `N23-002-B_S130_MERGED.fastq.gz`, `N23-002-H_S131_MERGED.fastq.gz`, #> `N23-002-M_S132_MERGED.fastq.gz`, `N25-ABMX_S133_MERGED.fastq.gz`, #> `NVABM-0058_S134_MERGED.fastq.gz`, `NVABM-0163-H_S135_MERGED.fastq.gz`, #> `NVABM-0397_S138_MERGED.fastq.gz`, NVABM0216_S136_MERGED.fastq.gz, #> `NVABM0244-M_S137_MERGED.fastq.gz`, `O20-X-B_S139_MERGED.fastq.gz`, #> `O20-X-H_S140_MERGED.fastq.gz`, `O20-X-M_S141_MERGED.fastq.gz`, #> `O21-007-B_S142_MERGED.fastq.gz`, `O21-007-H_S143_MERGED.fastq.gz`, #> `O21-007-M_S144_MERGED.fastq.gz`, `O24-003-B_S145_MERGED.fastq.gz`, #> `O24-003-H_S146_MERGED.fastq.gz`, `O24-003-M_S147_MERGED.fastq.gz`, #> `O26-004-B_S148_MERGED.fastq.gz`, `O26-004-H_S149_MERGED.fastq.gz`, #> `O26-004-M_S150_MERGED.fastq.gz`, `O27-012_S151_MERGED.fastq.gz`, #> `O9-005-B_S152_MERGED.fastq.gz`, `P19-023-M_S153_MERGED.fastq.gz`, #> `P27-015-M_S154_MERGED.fastq.gz`, `P27-ABM001_S155_MERGED.fastq.gz`, #> `Q27-ABM003-B_S156_MERGED.fastq.gz`, `R25-ABMX_S157_MERGED.fastq.gz`, #> `R28-008-B_S158_MERGED.fastq.gz`, `R28-008-H_S159_MERGED.fastq.gz`, #> `R28-008-M_S160_MERGED.fastq.gz`, `T28-011_S161_MERGED.fastq.gz`, #> `T28-ABM602-B_S162_MERGED.fastq.gz`, `U27-ABM002_S163_MERGED.fastq.gz`, #> `W25-ABMX_S164_MERGED.fastq.gz`, `W26-001-B_S165_MERGED.fastq.gz`, #> `W26-001-H_S166_MERGED.fastq.gz`, `W26-001-M_S167_MERGED.fastq.gz`, #> `W30-006_S168_MERGED.fastq.gz`, `W9-025-M_S169_MERGED.fastq.gz`, #> `X24-009-B_S170_MERGED.fastq.gz`, `X24-009-H_S171_MERGED.fastq.gz`, #> `X24-009-M_S172_MERGED.fastq.gz`, `X24-010_S173_MERGED.fastq.gz`, #> `X29-004-B_S174_MERGED.fastq.gz`, `X29-004-H_S175_MERGED.fastq.gz`, #> `X29-004-M_S176_MERGED.fastq.gz`, `Y21-ABM484-H_S177_MERGED.fastq.gz`, #> `Y28-002-B_S178_MERGED.fastq.gz`, `Y28-002-H_S179_MERGED.fastq.gz`, #> `Y28-002-M_S180_MERGED.fastq.gz`, `Y29-007-B_S181_MERGED.fastq.gz`, #> `Y29-007-H_S182_MERGED.fastq.gz`, `Y29-007-M_S183_MERGED.fastq.gz`, #> `Y31-ABM484-B_S184_MERGED.fastq.gz`, `Z29-001-H_S185_MERGED.fastq.gz`, #> `Z30-002_S186_MERGED.fastq.gz`, `Z30-ABM560-M_S187_MERGED.fastq.gz`)` unlink(paste0(tempdir(), \"/phyloseq\"), recursive = TRUE)"},{"path":[]},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"new-functions-0-9-1","dir":"Changelog","previous_headings":"","what":"New functions","title":"MiscMetabar 0.9.1 (in development)","text":"Add functions [taxa_as_rows()] [taxa_as_columns()] replace verbose called [clean_pq()] Add function [ggscatt_pq()] plot test effect numerical columns sam_data Hill number. equivalent numerical variables [ggbetween_pq()] focus effect factor. Add functions [var_par_pq()] , [var_par_rarperm_pq()] [plot_var_part_pq()] compute partition variation community plot . introduce notion rarperm part function name. refers fact function compute permutation samples depth rarefaction measure variation due random process rarefaction. Add function [hill_test_rarperm_pq()] test effect factor hill diversity accounting variation due random nature rarefaction sample depth. Add function [rarefy_sample_count_by_modality()] equalize number samples levels modality (factor) Add function [accu_plot_balanced_modality()] plot accumulation curves balanced modality (number samples per level) depth rarefaction (number sequences per sample) Add function [adonis_rarperm_pq()] compute multiple Permanova analyses different sample depth rarefaction. Add function [ggaluv_pq()] plot taxonomic distribution alluvial fashion ggplot2 (using [ggalluvial] package) Add function [glmutli_pq()] use automated model selection multimodel inference (G)LMs phyloseq object","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"new-parameters-0-9-1","dir":"Changelog","previous_headings":"","what":"New parameters","title":"MiscMetabar 0.9.1 (in development)","text":"Add param taxa_ranks function [psmelt_samples_pq()] group results samples taxonomic ranks. Add param hill_scales functions [hill_tuckey_pq()] [hill_pq()] choose level hill number. Add param na_remove function hill_pq() remove samples NA factor fact.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-081","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.8.1","title":"MiscMetabar 0.8.1","text":"Add param plot_with_tuckey hill_pq()., Add function formattable_pq() make beautiful table distribution taxa across modality using visualization inside table. Add functions fac2col() transp() facilitate manipulation colors, especially function formattable_pq() Add functions signif_ancombc() plot_ancombc_pq() plot significant results ancombc_pq() function Add function distri_1_taxa() summarize distribution one given taxa across level modality Add function normalize_prop_pq() implement method proposed McKnight et al. 2018 Add function psmelt_samples_pq() build data frame samples information including number sequences (Abundance) Hill diversity metrics. Useful use ggstatsplot packages (see examples). Replace param variable fact function ggbetween_pq() hill_pq() (keeping variable option hill_pq() backward compatibility) Fix bug class return object function chimera_removal_vs(). Now return matrix able parsed [dada2::getUniques()]","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-07-in-development","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.7 (in development)","title":"MiscMetabar 0.7 (in development)","text":"Add functions chimera_detection_vs() chimera_removal_vs() process chimera detection removal using vsearch software Add functions filter_trim(), sample_data_with_new_names() rename_samples() facilitate use targets bioinformatic pipeline. Add function add_info_to_sam_data() expand sam_data slot using data.frame using nb_asv nb_seq Add functions swarm_clustering() vsearch_clustering() add swarm method function asv2otu() Add function physeq_or_string_to_dna() mostly internal use Add function cutadapt_remove_primers() remove primers using cutadapt Add internal functions is_swarm_installed(), is_cutadapt_installed(), is_vsearch_installed() is_falco_installed() test availability external software order run examples test testthat. Submit CRAN change code comply rules (patch 0.7.1 0.7.9) Numerous examples tests skipped CRAN spends much time run. Rules vignettes updated details strategy .","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"breaking-changes-0-7","dir":"Changelog","previous_headings":"","what":"BREAKING CHANGES","title":"MiscMetabar 0.7 (in development)","text":"add_nb_sequences -> add_nb_seq ggvenn_pq() db -> db_url get_funguild_db() db -> db_funguild get_funguild_db() file -> file_path get_file_extension() n_seq -> nb_seq subsample_fastq() otutable -> otu_table lulu() alpha -> pval plot_edgeR_pq() plot_deseq2_pq() change default value 0.01 classical 0.05 sequences -> seq2search function search_exact_seq_pq() seq_names -> dna_seq function asv2otu Removing function install_pkg_needed() comply CRAN policies","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-060","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.6.0","title":"MiscMetabar 0.6.0","text":"Add function ancombc_pq() simplify call ANCOMBC::ancombc2() : ANalysis COmpositions Microbiomes Bias Correction 2 Add param taxa_names_from_physeq (default FALSE) subset_taxa_pq() Add param rarefy_by_sample (default FALSE) function ggbetween_pq() Add function are_modality_even_depth() test samples depth significantly vary among modalities factor Add functions merge_taxa_vec() merge_samples2() speedyseq package MiscMetabar decrease package dependencies (Thanks Mike R. Mclaren) Add function reorder_taxa_pq() order replace unique call package MicroViz decrease package dependencies. Add functions get_funguild_db() funguild_assign() FUNGuildR package MiscMetabar decrease package dependencies Remove dependencies packages available CRAN Bioconductor. Improve code using goodpractice::gp() devtools::check() function Add messages various cases (NA samples data, low number sequences samples, low number sequences taxa) using verify_pq() args verbose=TRUE Fix bug multitax_bar_pq() using nb_seq = FALSE","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-052","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.52","title":"MiscMetabar 0.52","text":"Add function ggbetween_pq() facilitate comparison hill number using power ggstatsplot::ggbetweenstats() Add function plot_SCBD_pq() plot species contributions beta diversity (SCBD) samples","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-051","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.51","title":"MiscMetabar 0.51","text":"Add function LCBD_pq() plot_LCBD_pq() compute, test plot local contributions beta diversity (LCBD) samples Add function tbl_sum_samdata() summarize information sample data table Add function mumu_pq() use mumu, fast robust C++ implementation lulu. Add (mostly internal) function install_pkg_needed() install pkg (mostly package list Suggest DESCRIPTION) needed function. Add function add_funguild_info() plot_guild_pq() add plot fungal guild information taxonomy using FUNGuild package Add function build_phytree_pq() build 3 phylogenetic trees (NJ, UPGMA ML using phangorn R package) refseq slot phyloseq object, possibly bootstrap values. See vignettes Tree visualization introduction tree visualization using ggtree R package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-05","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.5","title":"MiscMetabar 0.5","text":"Phyloseq object converted taxa_are_columns ggvenn_pq() thanks issue #31","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"breaking-changes-0-5","dir":"Changelog","previous_headings":"","what":"BREAKING CHANGES","title":"MiscMetabar 0.5","text":"Rename param log_10 function biplot_pq() log10trans Rename param log10transform function circle_pq() log10trans","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-042","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.42","title":"MiscMetabar 0.42","text":"Add argument one_plot (default FALSE, behavior ) hill_pq function order return unique ggplot2 object four plots inside. Add argument correction_for_sample_size (default TRUE, behavior ) hill_pq hill_tuckey_pq function allow removing correction uneven sampling depth. Add function multitax_bar_pq() plot 3 levels taxonomy function samples attributes Add function ridges_pq() plot ridges one taxonomic level function samples attributes Add function treemap_pq plot treemap two taxonomic levels","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-041","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.41","title":"MiscMetabar 0.41","text":"Add function iNEXT_pq() calculate hill diversity using iNEXT package. Add argument pairs multi_biplot_pq() order indicate pairs samples want print. Improve compare_pairs_pq() information number shared sequences among pairs. Add function upset_pq() plot upset phyloseq object using ComplexUpset package. Add function upset_test_pq test differences intersections (wrapper ComplexUpset::upset_test() phyloseq-object). Add info (param add_info) subtitle hill_pq() function. Add argument remove_space simplify_taxo() function. Add argument simplify_taxo clean_pq() function. Change argument rarefy_nb_seq rarefy_before_merging add arguments rarefy_after_merging add_nb_seq ggvenn_pq() function. Add arguments rarefy_after_merging biplot_pq() upset_pq() functions. Add argument taxa_fill upset_pq() function order fill bar taxonomic rank. Add function subsample_fastq() make subset fastq files order test pipeline samples low number reads. Add function accu_samp_threshold() compute number sequence obtain given proportion ASV accumulation curves (`accu_plot). Add function tax_bar_pq() order plot taxonomic distribution across samples.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-040","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.40","title":"MiscMetabar 0.40","text":"Add function multi_biplot_pq() visualize collection couples samples comparison list biplot_pq(). Add options add_info, na_remove, clean_pq plot_tax_pq() function. Add options vsearch_cluster_method vsearch_args otu2asv() detailed control vsearch software. Suppression buggy function MM_idtaxa(). 4 separate tables 1 table version 1 RData file Add function add_blast_info() add information blast_pq() tax_table slot phyloseq object. Add option keep_temporary_files asv2otu() function. Improve documentation asv2otu() fix little bug name conserved ASV asv2otu(). Test coverage largely improved leading numerous minor bug fixes. Add function search_exact_seq_pq() search exact matching sequences using complement, reverse reverse-complement phyloseq object. Add function add_new_taxonomy_pq() add new taxonomic rank phyloseq object. example add taxonomic assignment new database. Add battery test using test_that package improve code compatibility cran recommendations.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"breaking-changes-0-40","dir":"Changelog","previous_headings":"","what":"BREAKING CHANGES","title":"MiscMetabar 0.40","text":"vsearch_cluster_method = “–cluster_size” tax_adjust = 0","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-034","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.34","title":"MiscMetabar 0.34","text":"Add option add_nb_samples ggvenn_pq() add number samples level name plot. Useful see disequilibrium number samples among factor’s levels. Add option args_makedb args_blastn functions blast_pq(), blast_to_phyloseq(), blast_to_derep() filter_asv_blast(). Add option rarefy_nb_seqs ggven_pq() order rarefy samples plotting. Add function SRS_curve_pq() plot scaling ranked subsampling (SRS) curves using SRS::SRS_curve() function (see citation(“SRS”) reference). Add option nb_samples_info biplot_pq() order add number samples merged level factors. Add message two modalities differ greatly (x2) number sequences biplot_pq() ggvenn_pq(). Add options na_remove, dist_method (including Aitchinson robust-Aitchinson distance), correction_for_sample_size rarefy_nb_seqs options adonis_pq() function. Add option na_remove graph_test_pq() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-033","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.33","title":"MiscMetabar 0.33","text":"Add function plot_tax_pq() plot taxonomic distribution (nb sequences nb ASV) across factor. Add option add_points make better axis hill_pq() function Add function blast_to_derep() order facilitate searching fasta sequences dereplicated sequences (obtained dada2::derepFastq) Add functions tsne_pq() plot_tsne_pq() quickly visualize results t-SNE multidimensional analysis based Rtsne::Rtsne() function.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-032","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.32","title":"MiscMetabar 0.32","text":"Add possibility select folder function count_seq() Add functions track_wkflow_samples() select_one_sample() Add option sam_data_first function write_pq() Add option reorder_asv rename_asv function write_pq() clean_pq Add function rotl_pq() build phylogenetic tree using ASV binomial names physeq object Open Tree Life tree.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-031","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.31","title":"MiscMetabar 0.31","text":"Argument split_by make multiple plot given variable sam_data slot (function ggvenn_pq()) Argument seq_names asv2otu() function allow clusterize sequences character vector DNA. Add blast_pq() function blast sequences @ref_seq slot custom database Add filter_asv_blast() function filter ASV phyloseq dataset using blast custom database Add subset_taxa_pq() function filter ASV based named conditional vector. Used filter_asv_blast(). Add parameter force_taxa_as_columns (default FALSE) force_taxa_as_rows (default FALSE) clean_pq(). Add first version function count_fastq_seq() count sequences fastq.gz files directly R. Add taxonomic info track_wkflow() function (parameter taxonomy_rank)","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-03","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.3","title":"MiscMetabar 0.3","text":"Change function names, mainly replacing physeq pk. Improve documentation using rules documented Rules vignettes. Add option sam_names() read_pq() Correction data_fungi data_fungi_sp_known metadata","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-024","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.24","title":"MiscMetabar 0.24","text":"Add supplementary info summary_plot_physeq()` Better arguments biplot_physeq()`) Add merge_sample_by argument biplot_physeq()` Better documentation example. minors bugs fixes addition, see list commits","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-023","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.23","title":"MiscMetabar 0.23","text":"Adapt function asv2otu() IdClusters change DECIPHER package (commit 254100922f2093cc789d018c18a26752a3cda1e3). change IdClusters function removed DECIPHER Clusterize function. Better functioning blast_to_phyloseq() none query sequences founded. Add tax_adjust argument asv2otu()function Add functions useful targets package Add biplot_physeq() function visualize two samples comparison physeq object Add argument modality tax_datatable() function split OTU abundancy level sample modality Add function multiple_share_bisamples() help compare samples pairs Add new function (ggVenn_phyloseq()) better venn diagram without area calculation (use venn_phyloseq() case). Add two functions helpful beta-diversity analysis (adonis_phyloseq() physeq_graph_test())","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-022","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.22","title":"MiscMetabar 0.22","text":"Add badge set development lifecycle function Add lulu_phyloseq function make easy reclustering phyloseq object using lulu algorithm (https://www.nature.com/articles/s41467-017-01312-x) lulu package.","code":""},{"path":"https://adrientaudiere.github.io/MiscMetabar/news/index.html","id":"miscmetabar-021","dir":"Changelog","previous_headings":"","what":"MiscMetabar 0.21","title":"MiscMetabar 0.21","text":"first release pkgdown.","code":""}]
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index f46789a4..d3eed8bc 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -114,6 +114,9 @@
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/accu_plot_balanced_modality.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/accu_samp_threshold.html</loc>
   </url>
@@ -135,6 +138,9 @@
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/adonis_pq.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/adonis_rarperm_pq.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/all_object_size.html</loc>
   </url>
@@ -237,12 +243,21 @@
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/get_funguild_db.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/ggaluv_pq.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/ggbetween_pq.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/ggscatt_pq.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/ggvenn_pq.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/glmutli_pq.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/graph_test_pq.html</loc>
   </url>
@@ -252,6 +267,9 @@
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/hill_pq.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/hill_test_rarperm_pq.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/hill_tuckey_pq.html</loc>
   </url>
@@ -366,9 +384,15 @@
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/plot_tsne_pq.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/plot_var_part_pq.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/psmelt_samples_pq.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/rarefy_sample_count_by_modality.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/read_pq.html</loc>
   </url>
@@ -438,6 +462,12 @@
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/tax_datatable.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/taxa_as_columns.html</loc>
+  </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/taxa_as_rows.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/taxa_only_in_one_level.html</loc>
   </url>
@@ -468,6 +498,12 @@
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/upset_test_pq.html</loc>
   </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/var_par_pq.html</loc>
+  </url>
+  <url>
+    <loc>https://adrientaudiere.github.io/MiscMetabar/reference/var_par_rarperm_pq.html</loc>
+  </url>
   <url>
     <loc>https://adrientaudiere.github.io/MiscMetabar/reference/venn_pq.html</loc>
   </url>