workflow-ascending.ipynb

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   "source": [
    "## Workflow\n",
    "\n",
    "(for v0.3.0)\n",
    "https://github.com/ASFHyP3/hyp3-isce2/releases/tag/v0.3.0\n",
    "\n",
    "https://github.com/ASFHyP3/hyp3-isce2/tree/v0.3.0\n",
    "\n",
    "\n",
    "1. Find a burst to process\n",
    "2. Search ASF for scenes\n",
    "3. Select dates to process\n",
    "4. Create processing subfolders to execute burst processing in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ca8e5b53-a8b3-43f5-8f51-c842a7046d16",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import asf_search as asf\n",
    "import requests\n",
    "import os\n",
    "# not sure why DEBUG statements is happening in other libraries if imported after hyp3_isce2...\n",
    "import logging\n",
    "import hyp3_isce2.burst as hb # https://github.com/ASFHyP3/hyp3-isce2/issues/53 ?\n",
    "rootlogs = logging.getLogger()\n",
    "rootlogs.setLevel('WARNING')\n",
    "import numpy as np\n",
    "import xmlschema\n",
    "import lxml\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f23cb40a-ade2-4d07-9297-ea7b4369883b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.3.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import hyp3_isce2\n",
    "hyp3_isce2.__version__ # syntax changing rapidly, so stick with 0.3.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2545af69-c475-4d85-82ca-b9fbf2739557",
   "metadata": {},
   "outputs": [
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       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
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       "    \n",
       "            map_535ca9e89cacca51749dfbaaf922149f.fitBounds(\n",
       "                [[47.657472535245574, -122.29994319751066], [47.657472535245574, -122.29994319751066]],\n",
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       "    \n",
       "        function geo_json_78d4c56f9f0598fb65440404f949921d_styler(feature) {\n",
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       "\n",
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       "                     \n",
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      "text/plain": [
       "<folium.folium.Map at 0x7f38df7b1cd0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://geojson.io/#new&map=15.23/47.654452/-122.303174\n",
    "gfa = gpd.GeoDataFrame.from_features( {\n",
    "  \"type\": \"FeatureCollection\",\n",
    "  \"features\": [\n",
    "    {\n",
    "      \"type\": \"Feature\",\n",
    "      \"properties\": {},\n",
    "      \"geometry\": {\n",
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    "          -122.29994319751066,\n",
    "          47.657472535245574\n",
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    "      }\n",
    "    }\n",
    "  ]\n",
    "},\n",
    " crs=4326   \n",
    ")\n",
    "gfa.explore()"
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  {
   "cell_type": "markdown",
   "id": "622ccaa5-5fe7-4000-95af-0ed4a3ce02ce",
   "metadata": {},
   "source": [
    "## Find a single burst\n",
    "\n",
    "1. You need to download the burst database\n",
    "\n",
    "https://sar-mpc.eu/test-data-sets/\n",
    "\n",
    "Sentinel-1 Burst ID Map, version 20220530, generated by the SAR-MPC service, available on Sentinel-1 MPC Test data sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c0042ab6-b500-4a47-8d4a-0f36ea8021bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For now consider selecting a burst covering a point\n",
    "gf = gpd.read_file('S1_burstid_20220530/IW/sqlite/burst_map_IW_000001_375887.sqlite3',\n",
    "                   mask=gfa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a148e1b1-389d-4806-a8fc-5cee18294596",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>burst_id</th>\n",
       "      <th>subswath_name</th>\n",
       "      <th>relative_orbit_number</th>\n",
       "      <th>time_from_anx_sec</th>\n",
       "      <th>orbit_pass</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26566</td>\n",
       "      <td>IW2</td>\n",
       "      <td>13</td>\n",
       "      <td>2181.796971</td>\n",
       "      <td>DESCENDING</td>\n",
       "      <td>MULTIPOLYGON Z (((-122.23228 47.70264 0.00000,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>135602</td>\n",
       "      <td>IW1</td>\n",
       "      <td>64</td>\n",
       "      <td>778.871202</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON Z (((-122.33284 47.59533 0.00000,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245655</td>\n",
       "      <td>IW3</td>\n",
       "      <td>115</td>\n",
       "      <td>2183.851464</td>\n",
       "      <td>DESCENDING</td>\n",
       "      <td>MULTIPOLYGON Z (((-121.35897 47.72621 0.00000,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>245656</td>\n",
       "      <td>IW3</td>\n",
       "      <td>115</td>\n",
       "      <td>2186.609737</td>\n",
       "      <td>DESCENDING</td>\n",
       "      <td>MULTIPOLYGON Z (((-121.40024 47.56094 0.00000,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>292399</td>\n",
       "      <td>IW2</td>\n",
       "      <td>137</td>\n",
       "      <td>774.912738</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON Z (((-123.23149 47.51699 0.00000,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   burst_id subswath_name  relative_orbit_number  time_from_anx_sec   \n",
       "0     26566           IW2                     13        2181.796971  \\\n",
       "1    135602           IW1                     64         778.871202   \n",
       "2    245655           IW3                    115        2183.851464   \n",
       "3    245656           IW3                    115        2186.609737   \n",
       "4    292399           IW2                    137         774.912738   \n",
       "\n",
       "   orbit_pass                                           geometry  \n",
       "0  DESCENDING  MULTIPOLYGON Z (((-122.23228 47.70264 0.00000,...  \n",
       "1   ASCENDING  MULTIPOLYGON Z (((-122.33284 47.59533 0.00000,...  \n",
       "2  DESCENDING  MULTIPOLYGON Z (((-121.35897 47.72621 0.00000,...  \n",
       "3  DESCENDING  MULTIPOLYGON Z (((-121.40024 47.56094 0.00000,...  \n",
       "4   ASCENDING  MULTIPOLYGON Z (((-123.23149 47.51699 0.00000,...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "422131cd-a932-49a7-b8e0-e074ac8fa62e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#gf.explore()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "70426c89-b873-47fd-a35e-0dd214927a07",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>burst_id</th>\n",
       "      <th>subswath_name</th>\n",
       "      <th>relative_orbit_number</th>\n",
       "      <th>time_from_anx_sec</th>\n",
       "      <th>orbit_pass</th>\n",
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       "      <th>4</th>\n",
       "      <td>292399</td>\n",
       "      <td>IW2</td>\n",
       "      <td>137</td>\n",
       "      <td>774.912738</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON Z (((-123.23149 47.51699 0.00000,...</td>\n",
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      "text/plain": [
       "   burst_id subswath_name  relative_orbit_number  time_from_anx_sec   \n",
       "4    292399           IW2                    137         774.912738  \\\n",
       "\n",
       "  orbit_pass                                           geometry  \n",
       "4  ASCENDING  MULTIPOLYGON Z (((-123.23149 47.51699 0.00000,...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ascending test\n",
    "burstId = '137_IW2_292399'\n",
    "\n",
    "relorb = int(burstId.split('_')[0])\n",
    "subswath = burstId.split('_')[1]\n",
    "idnum = int(burstId.split('_')[2])\n",
    "\n",
    "ind = (gf.relative_orbit_number == relorb) & (gf.subswath_name == subswath) & (gf.burst_id == idnum)\n",
    "\n",
    "myburst = gf[ind]\n",
    "myburst"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0059fc3b-1885-4924-ab96-52c69ddd4998",
   "metadata": {},
   "source": [
    "## Search ASF Archive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6a3fcef5-7736-403e-9a5f-ebfc7b91eb31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "312"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = asf.geo_search(platform=[asf.PLATFORM.SENTINEL1],\n",
    "                         processingLevel=asf.SLC,\n",
    "                         beamMode=asf.BEAMMODE.IW,\n",
    "                         relativeOrbit=relorb,\n",
    "                         intersectsWith=str(myburst.geometry.values[0]),\n",
    "                        )\n",
    "gf = gpd.GeoDataFrame.from_features(results.geojson(), crs=4326)\n",
    "len(gf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b74ac77a-3f48-405d-b7f7-c6a8000f573b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>beamModeType</th>\n",
       "      <th>browse</th>\n",
       "      <th>bytes</th>\n",
       "      <th>centerLat</th>\n",
       "      <th>centerLon</th>\n",
       "      <th>faradayRotation</th>\n",
       "      <th>fileID</th>\n",
       "      <th>flightDirection</th>\n",
       "      <th>groupID</th>\n",
       "      <th>...</th>\n",
       "      <th>processingDate</th>\n",
       "      <th>processingLevel</th>\n",
       "      <th>sceneName</th>\n",
       "      <th>sensor</th>\n",
       "      <th>startTime</th>\n",
       "      <th>stopTime</th>\n",
       "      <th>url</th>\n",
       "      <th>pgeVersion</th>\n",
       "      <th>fileName</th>\n",
       "      <th>frameNumber</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>startTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-05-25 02:02:36+00:00</th>\n",
       "      <td>POLYGON ((-124.70564 48.54142, -124.22576 46.9...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4615857449</td>\n",
       "      <td>47.9470</td>\n",
       "      <td>-122.7622</td>\n",
       "      <td>None</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1A_IWDV_0152_0159_048684_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-05-25T02:02:36.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2023-05-25T02:02:36.000Z</td>\n",
       "      <td>2023-05-25T02:03:02.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...</td>\n",
       "      <td>003.61</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-05-13 02:02:35+00:00</th>\n",
       "      <td>POLYGON ((-124.70805 48.54140, -124.22818 46.9...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4613670822</td>\n",
       "      <td>47.9471</td>\n",
       "      <td>-122.7646</td>\n",
       "      <td>None</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230513T020235_20230513T0203...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1A_IWDV_0153_0158_048509_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-05-13T02:02:35.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230513T020235_20230513T0203...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2023-05-13T02:02:35.000Z</td>\n",
       "      <td>2023-05-13T02:03:02.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...</td>\n",
       "      <td>003.61</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230513T020235_20230513T0203...</td>\n",
       "      <td>153</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                    geometry   \n",
       "startTime                                                                      \n",
       "2023-05-25 02:02:36+00:00  POLYGON ((-124.70564 48.54142, -124.22576 46.9...  \\\n",
       "2023-05-13 02:02:35+00:00  POLYGON ((-124.70805 48.54140, -124.22818 46.9...   \n",
       "\n",
       "                          beamModeType browse       bytes  centerLat   \n",
       "startTime                                                              \n",
       "2023-05-25 02:02:36+00:00           IW   None  4615857449    47.9470  \\\n",
       "2023-05-13 02:02:35+00:00           IW   None  4613670822    47.9471   \n",
       "\n",
       "                           centerLon faradayRotation   \n",
       "startTime                                              \n",
       "2023-05-25 02:02:36+00:00  -122.7622            None  \\\n",
       "2023-05-13 02:02:35+00:00  -122.7646            None   \n",
       "\n",
       "                                                                      fileID   \n",
       "startTime                                                                      \n",
       "2023-05-25 02:02:36+00:00  S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...  \\\n",
       "2023-05-13 02:02:35+00:00  S1A_IW_SLC__1SDV_20230513T020235_20230513T0203...   \n",
       "\n",
       "                          flightDirection                        groupID  ...   \n",
       "startTime                                                                 ...   \n",
       "2023-05-25 02:02:36+00:00       ASCENDING  S1A_IWDV_0152_0159_048684_137  ...  \\\n",
       "2023-05-13 02:02:35+00:00       ASCENDING  S1A_IWDV_0153_0158_048509_137  ...   \n",
       "\n",
       "                                     processingDate processingLevel   \n",
       "startTime                                                             \n",
       "2023-05-25 02:02:36+00:00  2023-05-25T02:02:36.000Z             SLC  \\\n",
       "2023-05-13 02:02:35+00:00  2023-05-13T02:02:35.000Z             SLC   \n",
       "\n",
       "                                                                   sceneName   \n",
       "startTime                                                                      \n",
       "2023-05-25 02:02:36+00:00  S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...  \\\n",
       "2023-05-13 02:02:35+00:00  S1A_IW_SLC__1SDV_20230513T020235_20230513T0203...   \n",
       "\n",
       "                          sensor                 startTime   \n",
       "startTime                                                    \n",
       "2023-05-25 02:02:36+00:00  C-SAR  2023-05-25T02:02:36.000Z  \\\n",
       "2023-05-13 02:02:35+00:00  C-SAR  2023-05-13T02:02:35.000Z   \n",
       "\n",
       "                                           stopTime   \n",
       "startTime                                             \n",
       "2023-05-25 02:02:36+00:00  2023-05-25T02:03:02.000Z  \\\n",
       "2023-05-13 02:02:35+00:00  2023-05-13T02:03:02.000Z   \n",
       "\n",
       "                                                                         url   \n",
       "startTime                                                                      \n",
       "2023-05-25 02:02:36+00:00  https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...  \\\n",
       "2023-05-13 02:02:35+00:00  https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...   \n",
       "\n",
       "                          pgeVersion   \n",
       "startTime                              \n",
       "2023-05-25 02:02:36+00:00     003.61  \\\n",
       "2023-05-13 02:02:35+00:00     003.61   \n",
       "\n",
       "                                                                    fileName   \n",
       "startTime                                                                      \n",
       "2023-05-25 02:02:36+00:00  S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...  \\\n",
       "2023-05-13 02:02:35+00:00  S1A_IW_SLC__1SDV_20230513T020235_20230513T0203...   \n",
       "\n",
       "                          frameNumber  \n",
       "startTime                              \n",
       "2023-05-25 02:02:36+00:00         153  \n",
       "2023-05-13 02:02:35+00:00         153  \n",
       "\n",
       "[2 rows x 29 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get a summer scene from each year \n",
    "gf = gf.set_index(gpd.pd.to_datetime(gf.startTime))\n",
    "gf.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f9826a50-82b1-4242-b0d9-0b7d4ed4e6a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1st acquisition of every month\n",
    "#gf.groupby([gf.index.year, gf.index.month]).first()\n",
    "\n",
    "# 1st acquisition of given month every year\n",
    "subset = gf[gf.index.month == 5] \n",
    "subset = subset.groupby(subset.index.year).first()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8d312d73-d9ff-43f1-b0df-9ab2015ea0a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>beamModeType</th>\n",
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       "      <th>groupID</th>\n",
       "      <th>...</th>\n",
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       "      <th>fileName</th>\n",
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       "    <tr>\n",
       "      <th>startTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>POLYGON ((-124.56292 48.10650, -124.08672 46.4...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>2505781543</td>\n",
       "      <td>47.5056</td>\n",
       "      <td>-122.6591</td>\n",
       "      <td>None</td>\n",
       "      <td>S1A_IW_SLC__1SSV_20150531T020141_20150531T0202...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1A_IWSV_0152_0157_006159_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-05-31T02:01:41.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1A_IW_SLC__1SSV_20150531T020141_20150531T0202...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2015-05-31T02:01:41.000Z</td>\n",
       "      <td>2015-05-31T02:02:08.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...</td>\n",
       "      <td>002.72</td>\n",
       "      <td>S1A_IW_SLC__1SSV_20150531T020141_20150531T0202...</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>POLYGON ((-124.82479 48.86943, -124.34055 47.2...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>2443054559</td>\n",
       "      <td>48.2749</td>\n",
       "      <td>-122.8768</td>\n",
       "      <td>None</td>\n",
       "      <td>S1A_IW_SLC__1SSV_20160525T020200_20160525T0202...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1A_IWSV_0155_0160_011409_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-05-25T02:02:00.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1A_IW_SLC__1SSV_20160525T020200_20160525T0202...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2016-05-25T02:02:00.000Z</td>\n",
       "      <td>2016-05-25T02:02:27.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...</td>\n",
       "      <td>002.71</td>\n",
       "      <td>S1A_IW_SLC__1SSV_20160525T020200_20160525T0202...</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>POLYGON ((-124.70644 48.54178, -124.22670 46.9...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4653823591</td>\n",
       "      <td>47.9476</td>\n",
       "      <td>-122.7629</td>\n",
       "      <td>None</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20170526T020118_20170526T0201...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1B_IWDV_0153_0158_005763_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-05-26T02:01:18.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20170526T020118_20170526T0201...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2017-05-26T02:01:18.000Z</td>\n",
       "      <td>2017-05-26T02:01:44.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...</td>\n",
       "      <td>002.82</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20170526T020118_20170526T0201...</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>POLYGON ((-124.87379 49.03462, -124.38744 47.4...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4586153379</td>\n",
       "      <td>48.4414</td>\n",
       "      <td>-122.9070</td>\n",
       "      <td>None</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20180521T020132_20180521T0201...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1B_IWDV_0154_0160_011013_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-21T02:01:32.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20180521T020132_20180521T0201...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2018-05-21T02:01:32.000Z</td>\n",
       "      <td>2018-05-21T02:01:59.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...</td>\n",
       "      <td>002.90</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20180521T020132_20180521T0201...</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>POLYGON ((-124.87373 49.03450, -124.38760 47.4...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4611044652</td>\n",
       "      <td>48.4394</td>\n",
       "      <td>-122.9256</td>\n",
       "      <td>None</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20190528T020139_20190528T0202...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1B_IWDV_0154_0160_016438_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2019-05-28T02:01:39.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20190528T020139_20190528T0202...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2019-05-28T02:01:39.000Z</td>\n",
       "      <td>2019-05-28T02:02:06.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...</td>\n",
       "      <td>002.91</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20190528T020139_20190528T0202...</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>POLYGON ((-124.85921 49.03609, -124.37350 47.4...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4599535780</td>\n",
       "      <td>48.4404</td>\n",
       "      <td>-122.9141</td>\n",
       "      <td>None</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20200522T020145_20200522T0202...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1B_IWDV_0155_0160_021688_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2020-05-22T02:01:45.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20200522T020145_20200522T0202...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2020-05-22T02:01:45.000Z</td>\n",
       "      <td>2020-05-22T02:02:12.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...</td>\n",
       "      <td>003.20</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20200522T020145_20200522T0202...</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>POLYGON ((-124.85926 49.03585, -124.37357 47.4...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4389441623</td>\n",
       "      <td>48.4402</td>\n",
       "      <td>-122.9141</td>\n",
       "      <td>None</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20210529T020151_20210529T0202...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1B_IWDV_0154_0160_027113_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-05-29T02:01:51.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20210529T020151_20210529T0202...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2021-05-29T02:01:51.000Z</td>\n",
       "      <td>2021-05-29T02:02:18.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...</td>\n",
       "      <td>003.31</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20210529T020151_20210529T0202...</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>POLYGON ((-124.70712 48.54180, -124.22723 46.9...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4648906192</td>\n",
       "      <td>47.9474</td>\n",
       "      <td>-122.7636</td>\n",
       "      <td>None</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20220530T020231_20220530T0202...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1A_IWDV_0152_0159_043434_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2022-05-30T02:02:31.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20220530T020231_20220530T0202...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2022-05-30T02:02:31.000Z</td>\n",
       "      <td>2022-05-30T02:02:58.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...</td>\n",
       "      <td>003.52</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20220530T020231_20220530T0202...</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>POLYGON ((-124.70564 48.54142, -124.22576 46.9...</td>\n",
       "      <td>IW</td>\n",
       "      <td>None</td>\n",
       "      <td>4615857449</td>\n",
       "      <td>47.9470</td>\n",
       "      <td>-122.7622</td>\n",
       "      <td>None</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>S1A_IWDV_0152_0159_048684_137</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-05-25T02:02:36.000Z</td>\n",
       "      <td>SLC</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...</td>\n",
       "      <td>C-SAR</td>\n",
       "      <td>2023-05-25T02:02:36.000Z</td>\n",
       "      <td>2023-05-25T02:03:02.000Z</td>\n",
       "      <td>https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...</td>\n",
       "      <td>003.61</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    geometry beamModeType   \n",
       "startTime                                                                   \n",
       "2015       POLYGON ((-124.56292 48.10650, -124.08672 46.4...           IW  \\\n",
       "2016       POLYGON ((-124.82479 48.86943, -124.34055 47.2...           IW   \n",
       "2017       POLYGON ((-124.70644 48.54178, -124.22670 46.9...           IW   \n",
       "2018       POLYGON ((-124.87379 49.03462, -124.38744 47.4...           IW   \n",
       "2019       POLYGON ((-124.87373 49.03450, -124.38760 47.4...           IW   \n",
       "2020       POLYGON ((-124.85921 49.03609, -124.37350 47.4...           IW   \n",
       "2021       POLYGON ((-124.85926 49.03585, -124.37357 47.4...           IW   \n",
       "2022       POLYGON ((-124.70712 48.54180, -124.22723 46.9...           IW   \n",
       "2023       POLYGON ((-124.70564 48.54142, -124.22576 46.9...           IW   \n",
       "\n",
       "          browse       bytes  centerLat  centerLon faradayRotation   \n",
       "startTime                                                            \n",
       "2015        None  2505781543    47.5056  -122.6591            None  \\\n",
       "2016        None  2443054559    48.2749  -122.8768            None   \n",
       "2017        None  4653823591    47.9476  -122.7629            None   \n",
       "2018        None  4586153379    48.4414  -122.9070            None   \n",
       "2019        None  4611044652    48.4394  -122.9256            None   \n",
       "2020        None  4599535780    48.4404  -122.9141            None   \n",
       "2021        None  4389441623    48.4402  -122.9141            None   \n",
       "2022        None  4648906192    47.9474  -122.7636            None   \n",
       "2023        None  4615857449    47.9470  -122.7622            None   \n",
       "\n",
       "                                                      fileID flightDirection   \n",
       "startTime                                                                      \n",
       "2015       S1A_IW_SLC__1SSV_20150531T020141_20150531T0202...       ASCENDING  \\\n",
       "2016       S1A_IW_SLC__1SSV_20160525T020200_20160525T0202...       ASCENDING   \n",
       "2017       S1B_IW_SLC__1SDV_20170526T020118_20170526T0201...       ASCENDING   \n",
       "2018       S1B_IW_SLC__1SDV_20180521T020132_20180521T0201...       ASCENDING   \n",
       "2019       S1B_IW_SLC__1SDV_20190528T020139_20190528T0202...       ASCENDING   \n",
       "2020       S1B_IW_SLC__1SDV_20200522T020145_20200522T0202...       ASCENDING   \n",
       "2021       S1B_IW_SLC__1SDV_20210529T020151_20210529T0202...       ASCENDING   \n",
       "2022       S1A_IW_SLC__1SDV_20220530T020231_20220530T0202...       ASCENDING   \n",
       "2023       S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...       ASCENDING   \n",
       "\n",
       "                                 groupID  ...            processingDate   \n",
       "startTime                                 ...                             \n",
       "2015       S1A_IWSV_0152_0157_006159_137  ...  2015-05-31T02:01:41.000Z  \\\n",
       "2016       S1A_IWSV_0155_0160_011409_137  ...  2016-05-25T02:02:00.000Z   \n",
       "2017       S1B_IWDV_0153_0158_005763_137  ...  2017-05-26T02:01:18.000Z   \n",
       "2018       S1B_IWDV_0154_0160_011013_137  ...  2018-05-21T02:01:32.000Z   \n",
       "2019       S1B_IWDV_0154_0160_016438_137  ...  2019-05-28T02:01:39.000Z   \n",
       "2020       S1B_IWDV_0155_0160_021688_137  ...  2020-05-22T02:01:45.000Z   \n",
       "2021       S1B_IWDV_0154_0160_027113_137  ...  2021-05-29T02:01:51.000Z   \n",
       "2022       S1A_IWDV_0152_0159_043434_137  ...  2022-05-30T02:02:31.000Z   \n",
       "2023       S1A_IWDV_0152_0159_048684_137  ...  2023-05-25T02:02:36.000Z   \n",
       "\n",
       "          processingLevel                                          sceneName   \n",
       "startTime                                                                      \n",
       "2015                  SLC  S1A_IW_SLC__1SSV_20150531T020141_20150531T0202...  \\\n",
       "2016                  SLC  S1A_IW_SLC__1SSV_20160525T020200_20160525T0202...   \n",
       "2017                  SLC  S1B_IW_SLC__1SDV_20170526T020118_20170526T0201...   \n",
       "2018                  SLC  S1B_IW_SLC__1SDV_20180521T020132_20180521T0201...   \n",
       "2019                  SLC  S1B_IW_SLC__1SDV_20190528T020139_20190528T0202...   \n",
       "2020                  SLC  S1B_IW_SLC__1SDV_20200522T020145_20200522T0202...   \n",
       "2021                  SLC  S1B_IW_SLC__1SDV_20210529T020151_20210529T0202...   \n",
       "2022                  SLC  S1A_IW_SLC__1SDV_20220530T020231_20220530T0202...   \n",
       "2023                  SLC  S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...   \n",
       "\n",
       "          sensor                 startTime                  stopTime   \n",
       "startTime                                                              \n",
       "2015       C-SAR  2015-05-31T02:01:41.000Z  2015-05-31T02:02:08.000Z  \\\n",
       "2016       C-SAR  2016-05-25T02:02:00.000Z  2016-05-25T02:02:27.000Z   \n",
       "2017       C-SAR  2017-05-26T02:01:18.000Z  2017-05-26T02:01:44.000Z   \n",
       "2018       C-SAR  2018-05-21T02:01:32.000Z  2018-05-21T02:01:59.000Z   \n",
       "2019       C-SAR  2019-05-28T02:01:39.000Z  2019-05-28T02:02:06.000Z   \n",
       "2020       C-SAR  2020-05-22T02:01:45.000Z  2020-05-22T02:02:12.000Z   \n",
       "2021       C-SAR  2021-05-29T02:01:51.000Z  2021-05-29T02:02:18.000Z   \n",
       "2022       C-SAR  2022-05-30T02:02:31.000Z  2022-05-30T02:02:58.000Z   \n",
       "2023       C-SAR  2023-05-25T02:02:36.000Z  2023-05-25T02:03:02.000Z   \n",
       "\n",
       "                                                         url pgeVersion   \n",
       "startTime                                                                 \n",
       "2015       https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...     002.72  \\\n",
       "2016       https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...     002.71   \n",
       "2017       https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...     002.82   \n",
       "2018       https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...     002.90   \n",
       "2019       https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...     002.91   \n",
       "2020       https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...     003.20   \n",
       "2021       https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_...     003.31   \n",
       "2022       https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...     003.52   \n",
       "2023       https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_...     003.61   \n",
       "\n",
       "                                                    fileName frameNumber  \n",
       "startTime                                                                 \n",
       "2015       S1A_IW_SLC__1SSV_20150531T020141_20150531T0202...         151  \n",
       "2016       S1A_IW_SLC__1SSV_20160525T020200_20160525T0202...         154  \n",
       "2017       S1B_IW_SLC__1SDV_20170526T020118_20170526T0201...         153  \n",
       "2018       S1B_IW_SLC__1SDV_20180521T020132_20180521T0201...         154  \n",
       "2019       S1B_IW_SLC__1SDV_20190528T020139_20190528T0202...         154  \n",
       "2020       S1B_IW_SLC__1SDV_20200522T020145_20200522T0202...         154  \n",
       "2021       S1B_IW_SLC__1SDV_20210529T020151_20210529T0202...         154  \n",
       "2022       S1A_IW_SLC__1SDV_20220530T020231_20220530T0202...         153  \n",
       "2023       S1A_IW_SLC__1SDV_20230525T020236_20230525T0203...         153  \n",
       "\n",
       "[9 rows x 29 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6a232523-972c-469b-9ec9-a590d4412642",
   "metadata": {},
   "outputs": [
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       "                &lt;li&gt;&lt;span style=&#x27;background:#9edae5&#x27;&gt;&lt;/span&gt;2023-05-25T02:02:36.000Z&lt;/li&gt;\n",
       "            &lt;/ul&gt;\n",
       "        &lt;/div&gt;\n",
       "    &lt;/div&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_508247f7e5b583bb6dccbcc0fd405ed5&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_508247f7e5b583bb6dccbcc0fd405ed5 = L.map(\n",
       "                &quot;map_508247f7e5b583bb6dccbcc0fd405ed5&quot;,\n",
       "                {\n",
       "                    center: [47.961259999999996, -122.836014],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "            L.control.scale().addTo(map_508247f7e5b583bb6dccbcc0fd405ed5);\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_df5dafaaf447bc6675cbfc76a521c83d = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_508247f7e5b583bb6dccbcc0fd405ed5);\n",
       "        \n",
       "    \n",
       "            map_508247f7e5b583bb6dccbcc0fd405ed5.fitBounds(\n",
       "                [[46.485516, -124.873787], [49.437004, -120.798241]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    \n",
       "        function geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                case &quot;0&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#1f77b4&quot;, &quot;fillColor&quot;: &quot;#1f77b4&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "                case &quot;1&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ff7f0e&quot;, &quot;fillColor&quot;: &quot;#ff7f0e&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "                case &quot;2&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#98df8a&quot;, &quot;fillColor&quot;: &quot;#98df8a&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "                case &quot;4&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#8c564b&quot;, &quot;fillColor&quot;: &quot;#8c564b&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "                case &quot;5&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e377c2&quot;, &quot;fillColor&quot;: &quot;#e377c2&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "                case &quot;6&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c7c7c7&quot;, &quot;fillColor&quot;: &quot;#c7c7c7&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "                case &quot;7&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#dbdb8d&quot;, &quot;fillColor&quot;: &quot;#dbdb8d&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "                case &quot;8&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#9edae5&quot;, &quot;fillColor&quot;: &quot;#9edae5&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;#ff9896&quot;, &quot;fillColor&quot;: &quot;#ff9896&quot;, &quot;fillOpacity&quot;: 0.3, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_pointToLayer(feature, latlng) {\n",
       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
       "            \n",
       "            let style = geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        geo_json_2fc762d0ae8bb7ac115b7402f494e1ba.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_2fc762d0ae8bb7ac115b7402f494e1ba = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_onEachFeature,\n",
       "            \n",
       "                style: geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_styler,\n",
       "                pointToLayer: geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_pointToLayer\n",
       "        });\n",
       "\n",
       "        function geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_add (data) {\n",
       "            geo_json_2fc762d0ae8bb7ac115b7402f494e1ba\n",
       "                .addData(data)\n",
       "                .addTo(map_508247f7e5b583bb6dccbcc0fd405ed5);\n",
       "        }\n",
       "            geo_json_2fc762d0ae8bb7ac115b7402f494e1ba_add({&quot;bbox&quot;: [-124.873787, 46.485516, -120.798241, 49.437004], &quot;features&quot;: [{&quot;bbox&quot;: [-124.56292, 46.485516, -120.798241, 48.501602], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.56292, 48.106495], [-124.086723, 46.485516], [-120.798241, 46.879551], [-121.168541, 48.501602], [-124.56292, 48.106495]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#1f77b4&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 2505781543, &quot;centerLat&quot;: 47.5056, &quot;centerLon&quot;: -122.6591, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1A_IW_SLC__1SSV_20150531T020141_20150531T020208_006159_008023_7F5E-SLC&quot;, &quot;fileName&quot;: &quot;S1A_IW_SLC__1SSV_20150531T020141_20150531T020208_006159_008023_7F5E.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 151, &quot;granuleType&quot;: &quot;SENTINEL_1A_FRAME&quot;, &quot;groupID&quot;: &quot;S1A_IWSV_0152_0157_006159_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;fff3eb745201ef7e1b44e74a87d306e5&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 6159, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;002.72&quot;, &quot;platform&quot;: &quot;Sentinel-1A&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV&quot;, &quot;processingDate&quot;: &quot;2015-05-31T02:01:41.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1A_IW_SLC__1SSV_20150531T020141_20150531T020208_006159_008023_7F5E&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2015-05-31T02:01:41.000Z&quot;, &quot;stopTime&quot;: &quot;2015-05-31T02:02:08.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_SLC__1SSV_20150531T020141_20150531T020208_006159_008023_7F5E.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.824791, 47.255428, -120.973381, 49.269222], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.824791, 48.869427], [-124.340553, 47.255428], [-120.973381, 47.653839], [-121.346779, 49.269222], [-124.824791, 48.869427]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ff7f0e&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 2443054559, &quot;centerLat&quot;: 48.2749, &quot;centerLon&quot;: -122.8768, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1A_IW_SLC__1SSV_20160525T020200_20160525T020227_011409_01159A_9CE4-SLC&quot;, &quot;fileName&quot;: &quot;S1A_IW_SLC__1SSV_20160525T020200_20160525T020227_011409_01159A_9CE4.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 154, &quot;granuleType&quot;: &quot;SENTINEL_1A_FRAME&quot;, &quot;groupID&quot;: &quot;S1A_IWSV_0155_0160_011409_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;7699387d1cb88a574f48fd193047be66&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 11409, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;002.71&quot;, &quot;platform&quot;: &quot;Sentinel-1A&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV&quot;, &quot;processingDate&quot;: &quot;2016-05-25T02:02:00.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1A_IW_SLC__1SSV_20160525T020200_20160525T020227_011409_01159A_9CE4&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2016-05-25T02:02:00.000Z&quot;, &quot;stopTime&quot;: &quot;2016-05-25T02:02:27.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_SLC__1SSV_20160525T020200_20160525T020227_011409_01159A_9CE4.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.706444, 46.92757, -120.863411, 48.94249], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.706444, 48.541775], [-124.2267, 46.92757], [-120.863411, 47.327068], [-121.233681, 48.94249], [-124.706444, 48.541775]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#98df8a&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 4653823591, &quot;centerLat&quot;: 47.9476, &quot;centerLon&quot;: -122.7629, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1B_IW_SLC__1SDV_20170526T020118_20170526T020144_005763_00A197_3444-SLC&quot;, &quot;fileName&quot;: &quot;S1B_IW_SLC__1SDV_20170526T020118_20170526T020144_005763_00A197_3444.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 153, &quot;granuleType&quot;: &quot;SENTINEL_1B_FRAME&quot;, &quot;groupID&quot;: &quot;S1B_IWDV_0153_0158_005763_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;104beec6b6cfca2e9f110bb762d5b6ef&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 5763, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;002.82&quot;, &quot;platform&quot;: &quot;Sentinel-1B&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV+VH&quot;, &quot;processingDate&quot;: &quot;2017-05-26T02:01:18.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1B_IW_SLC__1SDV_20170526T020118_20170526T020144_005763_00A197_3444&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2017-05-26T02:01:18.000Z&quot;, &quot;stopTime&quot;: &quot;2017-05-26T02:01:44.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_SLC__1SDV_20170526T020118_20170526T020144_005763_00A197_3444.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.873787, 47.420277, -120.985428, 49.437004], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.873787, 49.034618], [-124.387444, 47.420277], [-120.985428, 47.821236], [-121.359131, 49.437004], [-124.873787, 49.034618]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ff9896&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 4586153379, &quot;centerLat&quot;: 48.4414, &quot;centerLon&quot;: -122.907, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1B_IW_SLC__1SDV_20180521T020132_20180521T020159_011013_0142CF_7C0D-SLC&quot;, &quot;fileName&quot;: &quot;S1B_IW_SLC__1SDV_20180521T020132_20180521T020159_011013_0142CF_7C0D.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 154, &quot;granuleType&quot;: &quot;SENTINEL_1B_FRAME&quot;, &quot;groupID&quot;: &quot;S1B_IWDV_0154_0160_011013_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;0a2ae31c5b71b7784bb3a4a884b854b9&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 11013, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;002.90&quot;, &quot;platform&quot;: &quot;Sentinel-1B&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV+VH&quot;, &quot;processingDate&quot;: &quot;2018-05-21T02:01:32.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1B_IW_SLC__1SDV_20180521T020132_20180521T020159_011013_0142CF_7C0D&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2018-05-21T02:01:32.000Z&quot;, &quot;stopTime&quot;: &quot;2018-05-21T02:01:59.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_SLC__1SDV_20180521T020132_20180521T020159_011013_0142CF_7C0D.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.873726, 47.420773, -121.022484, 49.433086], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.873726, 49.0345], [-124.387604, 47.420773], [-121.022484, 47.817917], [-121.397224, 49.433086], [-124.873726, 49.0345]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#8c564b&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 4611044652, &quot;centerLat&quot;: 48.4394, &quot;centerLon&quot;: -122.9256, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1B_IW_SLC__1SDV_20190528T020139_20190528T020206_016438_01EF17_B76F-SLC&quot;, &quot;fileName&quot;: &quot;S1B_IW_SLC__1SDV_20190528T020139_20190528T020206_016438_01EF17_B76F.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 154, &quot;granuleType&quot;: &quot;SENTINEL_1B_FRAME&quot;, &quot;groupID&quot;: &quot;S1B_IWDV_0154_0160_016438_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;d2668c15b6f1ad3f6e935fb31eee23e7&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 16438, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;002.91&quot;, &quot;platform&quot;: &quot;Sentinel-1B&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV+VH&quot;, &quot;processingDate&quot;: &quot;2019-05-28T02:01:39.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1B_IW_SLC__1SDV_20190528T020139_20190528T020206_016438_01EF17_B76F&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2019-05-28T02:01:39.000Z&quot;, &quot;stopTime&quot;: &quot;2019-05-28T02:02:06.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_SLC__1SDV_20190528T020139_20190528T020206_016438_01EF17_B76F.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.859207, 47.422215, -121.013924, 49.433674], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.859207, 49.036091], [-124.373497, 47.422215], [-121.013924, 47.818371], [-121.388443, 49.433674], [-124.859207, 49.036091]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#e377c2&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 4599535780, &quot;centerLat&quot;: 48.4404, &quot;centerLon&quot;: -122.9141, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1B_IW_SLC__1SDV_20200522T020145_20200522T020212_021688_0292AF_50CF-SLC&quot;, &quot;fileName&quot;: &quot;S1B_IW_SLC__1SDV_20200522T020145_20200522T020212_021688_0292AF_50CF.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 154, &quot;granuleType&quot;: &quot;SENTINEL_1B_FRAME&quot;, &quot;groupID&quot;: &quot;S1B_IWDV_0155_0160_021688_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;7dd191f6d6f3da1eee46488298b1d538&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 21688, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;003.20&quot;, &quot;platform&quot;: &quot;Sentinel-1B&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV+VH&quot;, &quot;processingDate&quot;: &quot;2020-05-22T02:01:45.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1B_IW_SLC__1SDV_20200522T020145_20200522T020212_021688_0292AF_50CF&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2020-05-22T02:01:45.000Z&quot;, &quot;stopTime&quot;: &quot;2020-05-22T02:02:12.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_SLC__1SDV_20200522T020145_20200522T020212_021688_0292AF_50CF.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.859261, 47.42197, -121.013985, 49.433422], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.859261, 49.035847], [-124.373566, 47.42197], [-121.013985, 47.818123], [-121.388489, 49.433422], [-124.859261, 49.035847]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#c7c7c7&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 4389441623, &quot;centerLat&quot;: 48.4402, &quot;centerLon&quot;: -122.9141, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1B_IW_SLC__1SDV_20210529T020151_20210529T020218_027113_033D24_B0C0-SLC&quot;, &quot;fileName&quot;: &quot;S1B_IW_SLC__1SDV_20210529T020151_20210529T020218_027113_033D24_B0C0.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 154, &quot;granuleType&quot;: &quot;SENTINEL_1B_FRAME&quot;, &quot;groupID&quot;: &quot;S1B_IWDV_0154_0160_027113_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;cffb53177a47c7cbc4f9a8bede2a8f54&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 27113, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;003.31&quot;, &quot;platform&quot;: &quot;Sentinel-1B&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV+VH&quot;, &quot;processingDate&quot;: &quot;2021-05-29T02:01:51.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1B_IW_SLC__1SDV_20210529T020151_20210529T020218_027113_033D24_B0C0&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2021-05-29T02:01:51.000Z&quot;, &quot;stopTime&quot;: &quot;2021-05-29T02:02:18.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SB/S1B_IW_SLC__1SDV_20210529T020151_20210529T020218_027113_033D24_B0C0.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.707115, 46.927113, -120.864105, 48.942505], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.707115, 48.541798], [-124.227234, 46.927113], [-120.864105, 47.326603], [-121.234497, 48.942505], [-124.707115, 48.541798]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#dbdb8d&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 4648906192, &quot;centerLat&quot;: 47.9474, &quot;centerLon&quot;: -122.7636, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1A_IW_SLC__1SDV_20220530T020231_20220530T020258_043434_052FB9_BD0A-SLC&quot;, &quot;fileName&quot;: &quot;S1A_IW_SLC__1SDV_20220530T020231_20220530T020258_043434_052FB9_BD0A.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 153, &quot;granuleType&quot;: &quot;SENTINEL_1A_FRAME&quot;, &quot;groupID&quot;: &quot;S1A_IWDV_0152_0159_043434_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;0b6427c08a59a0353d329b71eba226a3&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 43434, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;003.52&quot;, &quot;platform&quot;: &quot;Sentinel-1A&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV+VH&quot;, &quot;processingDate&quot;: &quot;2022-05-30T02:02:31.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1A_IW_SLC__1SDV_20220530T020231_20220530T020258_043434_052FB9_BD0A&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2022-05-30T02:02:31.000Z&quot;, &quot;stopTime&quot;: &quot;2022-05-30T02:02:58.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_SLC__1SDV_20220530T020231_20220530T020258_043434_052FB9_BD0A.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.705635, 46.926727, -120.862679, 48.942116], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.705635, 48.541416], [-124.225761, 46.926727], [-120.862679, 47.32621], [-121.233063, 48.942116], [-124.705635, 48.541416]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;8&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#9edae5&quot;, &quot;beamModeType&quot;: &quot;IW&quot;, &quot;browse&quot;: null, &quot;bytes&quot;: 4615857449, &quot;centerLat&quot;: 47.947, &quot;centerLon&quot;: -122.7622, &quot;faradayRotation&quot;: null, &quot;fileID&quot;: &quot;S1A_IW_SLC__1SDV_20230525T020236_20230525T020302_048684_05DAF3_C204-SLC&quot;, &quot;fileName&quot;: &quot;S1A_IW_SLC__1SDV_20230525T020236_20230525T020302_048684_05DAF3_C204.zip&quot;, &quot;flightDirection&quot;: &quot;ASCENDING&quot;, &quot;frameNumber&quot;: 153, &quot;granuleType&quot;: &quot;SENTINEL_1A_FRAME&quot;, &quot;groupID&quot;: &quot;S1A_IWDV_0152_0159_048684_137&quot;, &quot;insarStackId&quot;: null, &quot;md5sum&quot;: &quot;63fe341445af0a901a74db44506789fb&quot;, &quot;offNadirAngle&quot;: null, &quot;orbit&quot;: 48684, &quot;pathNumber&quot;: 137, &quot;pgeVersion&quot;: &quot;003.61&quot;, &quot;platform&quot;: &quot;Sentinel-1A&quot;, &quot;pointingAngle&quot;: null, &quot;polarization&quot;: &quot;VV+VH&quot;, &quot;processingDate&quot;: &quot;2023-05-25T02:02:36.000Z&quot;, &quot;processingLevel&quot;: &quot;SLC&quot;, &quot;sceneName&quot;: &quot;S1A_IW_SLC__1SDV_20230525T020236_20230525T020302_048684_05DAF3_C204&quot;, &quot;sensor&quot;: &quot;C-SAR&quot;, &quot;startTime&quot;: &quot;2023-05-25T02:02:36.000Z&quot;, &quot;stopTime&quot;: &quot;2023-05-25T02:03:02.000Z&quot;, &quot;url&quot;: &quot;https://datapool.asf.alaska.edu/SLC/SA/S1A_IW_SLC__1SDV_20230525T020236_20230525T020302_048684_05DAF3_C204.zip&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_2fc762d0ae8bb7ac115b7402f494e1ba.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;beamModeType&quot;, &quot;browse&quot;, &quot;bytes&quot;, &quot;centerLat&quot;, &quot;centerLon&quot;, &quot;faradayRotation&quot;, &quot;fileID&quot;, &quot;flightDirection&quot;, &quot;groupID&quot;, &quot;granuleType&quot;, &quot;insarStackId&quot;, &quot;md5sum&quot;, &quot;offNadirAngle&quot;, &quot;orbit&quot;, &quot;pathNumber&quot;, &quot;platform&quot;, &quot;pointingAngle&quot;, &quot;polarization&quot;, &quot;processingDate&quot;, &quot;processingLevel&quot;, &quot;sceneName&quot;, &quot;sensor&quot;, &quot;startTime&quot;, &quot;stopTime&quot;, &quot;url&quot;, &quot;pgeVersion&quot;, &quot;fileName&quot;, &quot;frameNumber&quot;];\n",
       "    let aliases = [&quot;beamModeType&quot;, &quot;browse&quot;, &quot;bytes&quot;, &quot;centerLat&quot;, &quot;centerLon&quot;, &quot;faradayRotation&quot;, &quot;fileID&quot;, &quot;flightDirection&quot;, &quot;groupID&quot;, &quot;granuleType&quot;, &quot;insarStackId&quot;, &quot;md5sum&quot;, &quot;offNadirAngle&quot;, &quot;orbit&quot;, &quot;pathNumber&quot;, &quot;platform&quot;, &quot;pointingAngle&quot;, &quot;polarization&quot;, &quot;processingDate&quot;, &quot;processingLevel&quot;, &quot;sceneName&quot;, &quot;sensor&quot;, &quot;startTime&quot;, &quot;stopTime&quot;, &quot;url&quot;, &quot;pgeVersion&quot;, &quot;fileName&quot;, &quot;frameNumber&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f38de327310>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset.reset_index(drop=True).set_crs(4326).explore(column='startTime', style_kwds=dict(fillOpacity=.3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2a0b3721-4c9b-43c9-b49c-feb4a2114a11",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get IPF version for each of these\n",
    "def get_ipf(sceneName):\n",
    "    sat = sceneName[0]+sceneName[2]\n",
    "    url = f'https://datapool.asf.alaska.edu/METADATA_SLC/{sat}/{sceneName}.iso.xml'\n",
    "    #print(url)\n",
    "    r = requests.get(url)\n",
    "    \n",
    "    IPF = re.search(r'\\(version(.*?)\\)',r.text).group(1).strip()\n",
    "    \n",
    "    return IPF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "048b03e7-57a3-435e-9bb2-c4893b155a4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "subset['IPF'] = subset.sceneName.apply(get_ipf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "67d39b4d-6c32-4693-bf2e-158d0a26e2a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "startTime\n",
       "2015    002.72\n",
       "2016    002.71\n",
       "2017    002.82\n",
       "2018    002.90\n",
       "2019    002.91\n",
       "2020    003.20\n",
       "2021    003.31\n",
       "2022    003.52\n",
       "2023    003.61\n",
       "Name: IPF, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset.IPF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5c2988d6-3b24-4d7c-aaac-5090f2639725",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only IPF>=3.4 has burstnumbers in the metadata, others require reverse-lookup based on TANX\n",
    "def get_metadata_xml(session, params, outfile=None):\n",
    "    root = hb.download_metadata(session, params, outfile)  \n",
    "    \n",
    "    return root\n",
    "\n",
    "def get_ipf(root):\n",
    "    ''' for consolidated XML metadata get version '''\n",
    "    ipfnode = root.find('.//safe:software', {'safe':'http://www.esa.int/safe/sentinel-1.0'})\n",
    "    \n",
    "    return ipfnode.attrib['version']\n",
    "\n",
    "\n",
    "def get_burstnumber(session, row, myburst, product_schema='./support/s1-level-1-product.xsd'):\n",
    "    ''' given an ASF frame, determine relative burst number corresponding to standard esa burstid\n",
    "    \n",
    "    session = asf session from hyp3-isce2 \n",
    "    row = geodataframe row of asf_search results\n",
    "    myburst = geoseries for burst of interest\n",
    "    \n",
    "    Note: requires support/s1-level-1-product.xsd XML schema from SLC SAFE for parsing metadata\n",
    "    '''\n",
    "    params = hb.BurstParams(row.sceneName, myburst.subswath_name, row.polarization[:2], 1)\n",
    "    \n",
    "    # Get All XML metadata for SLC\n",
    "    root = get_metadata_xml(session, params)\n",
    "    IPF = get_ipf(root)\n",
    "\n",
    "    # Extract correct section of xml\n",
    "    for product in root.findall('.//product'):\n",
    "        prod_pol = product.find('polarisation').text\n",
    "        prod_swath = product.find('swath').text\n",
    "        \n",
    "        if (prod_pol == params.polarization) and (prod_swath == params.swath):\n",
    "            node = product.find('content')\n",
    "            node.tag = 'product'\n",
    "            string = lxml.etree.tostring(node, encoding='unicode')\n",
    "            \n",
    "    # Convert to python dictionary\n",
    "    xs = xmlschema.XMLSchema(product_schema)\n",
    "    parsed = xs.to_dict(string, validation='lax')[0]\n",
    "    \n",
    "    if IPF >= '003.4':\n",
    "        burstid = [t.get('burstId').get('$') for t in parsed['swathTiming']['burstList']['burst']]\n",
    "        burstnum = burstid.index(myburst.burst_id)\n",
    "    else:\n",
    "        tanx = np.array([t['azimuthAnxTime'] for t in parsed['swathTiming']['burstList']['burst']])\n",
    "        burstnum = np.argmin(np.abs(tanx - myburst.time_from_anx_sec))\n",
    "        \n",
    "    return burstnum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b1f92345-7939-43f1-8515-3ae08e706b29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>burst_id</th>\n",
       "      <th>subswath_name</th>\n",
       "      <th>relative_orbit_number</th>\n",
       "      <th>time_from_anx_sec</th>\n",
       "      <th>orbit_pass</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>292399</td>\n",
       "      <td>IW2</td>\n",
       "      <td>137</td>\n",
       "      <td>774.912738</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON Z (((-123.23149 47.51699 0.00000,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   burst_id subswath_name  relative_orbit_number  time_from_anx_sec   \n",
       "4    292399           IW2                    137         774.912738  \\\n",
       "\n",
       "  orbit_pass                                           geometry  \n",
       "4  ASCENDING  MULTIPOLYGON Z (((-123.23149 47.51699 0.00000,...  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myburst # '137_IW2_292399'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1e91c851-2df4-47b1-93cc-c827d436d15d",
   "metadata": {},
   "outputs": [],
   "source": [
    "asf_session = hb.get_asf_session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "77bfc54d-1299-4dc1-bb26-75d55836b2b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For small number of granules just iterate over pandas dataframe (slow but works)\n",
    "Bursts = []\n",
    "for i,row in subset.iterrows():\n",
    "    num = get_burstnumber(asf_session, row, myburst.iloc[0])\n",
    "    Bursts.append(num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "be9e7f2c-483a-4b9e-bacb-bf635b2b3f07",
   "metadata": {},
   "outputs": [],
   "source": [
    "subset['burst'] = Bursts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b56370b9-660d-49b0-a2a7-9730c48e80ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "subset['date'] = gpd.pd.to_datetime(subset.startTime).dt.strftime('%Y%m%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "27359551-ff2f-48c3-9ec6-87e0c166a6bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>sceneName</th>\n",
       "      <th>IPF</th>\n",
       "      <th>burst</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>startTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>20150531</td>\n",
       "      <td>S1A_IW_SLC__1SSV_20150531T020141_20150531T020208_006159_008023_7F5E</td>\n",
       "      <td>002.72</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>20160525</td>\n",
       "      <td>S1A_IW_SLC__1SSV_20160525T020200_20160525T020227_011409_01159A_9CE4</td>\n",
       "      <td>002.71</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>20170526</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20170526T020118_20170526T020144_005763_00A197_3444</td>\n",
       "      <td>002.82</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>20180521</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20180521T020132_20180521T020159_011013_0142CF_7C0D</td>\n",
       "      <td>002.90</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>20190528</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20190528T020139_20190528T020206_016438_01EF17_B76F</td>\n",
       "      <td>002.91</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>20200522</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20200522T020145_20200522T020212_021688_0292AF_50CF</td>\n",
       "      <td>003.20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>20210529</td>\n",
       "      <td>S1B_IW_SLC__1SDV_20210529T020151_20210529T020218_027113_033D24_B0C0</td>\n",
       "      <td>003.31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>20220530</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20220530T020231_20220530T020258_043434_052FB9_BD0A</td>\n",
       "      <td>003.52</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>20230525</td>\n",
       "      <td>S1A_IW_SLC__1SDV_20230525T020236_20230525T020302_048684_05DAF3_C204</td>\n",
       "      <td>003.61</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               date   \n",
       "startTime             \n",
       "2015       20150531  \\\n",
       "2016       20160525   \n",
       "2017       20170526   \n",
       "2018       20180521   \n",
       "2019       20190528   \n",
       "2020       20200522   \n",
       "2021       20210529   \n",
       "2022       20220530   \n",
       "2023       20230525   \n",
       "\n",
       "                                                                     sceneName   \n",
       "startTime                                                                        \n",
       "2015       S1A_IW_SLC__1SSV_20150531T020141_20150531T020208_006159_008023_7F5E  \\\n",
       "2016       S1A_IW_SLC__1SSV_20160525T020200_20160525T020227_011409_01159A_9CE4   \n",
       "2017       S1B_IW_SLC__1SDV_20170526T020118_20170526T020144_005763_00A197_3444   \n",
       "2018       S1B_IW_SLC__1SDV_20180521T020132_20180521T020159_011013_0142CF_7C0D   \n",
       "2019       S1B_IW_SLC__1SDV_20190528T020139_20190528T020206_016438_01EF17_B76F   \n",
       "2020       S1B_IW_SLC__1SDV_20200522T020145_20200522T020212_021688_0292AF_50CF   \n",
       "2021       S1B_IW_SLC__1SDV_20210529T020151_20210529T020218_027113_033D24_B0C0   \n",
       "2022       S1A_IW_SLC__1SDV_20220530T020231_20220530T020258_043434_052FB9_BD0A   \n",
       "2023       S1A_IW_SLC__1SDV_20230525T020236_20230525T020302_048684_05DAF3_C204   \n",
       "\n",
       "              IPF  burst  \n",
       "startTime                 \n",
       "2015       002.72      5  \n",
       "2016       002.71      0  \n",
       "2017       002.82      2  \n",
       "2018       002.90      0  \n",
       "2019       002.91      0  \n",
       "2020       003.20      0  \n",
       "2021       003.31      0  \n",
       "2022       003.52      2  \n",
       "2023       003.61      2  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with gpd.pd.option_context('display.max_colwidth', None):\n",
    "    display(subset.loc[:,['date','sceneName','IPF','burst']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e26e0232-6087-4404-bbaf-04221a1332b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.mkdir('ascending')\n",
    "\n",
    "for i in range(len(subset)-1):\n",
    "    ref = subset.iloc[i]\n",
    "    sec = subset.iloc[i+1]\n",
    "    os.mkdir(f'ascending/{ref.date}_{sec.date}')\n",
    "    \n",
    "    cmd = f'''python -m hyp3_isce2 ++process insar_tops_burst --reference-scene {ref.sceneName} --secondary-scene {sec.sceneName} \\\n",
    "    --swath-number 2 --polarization VV --reference-burst-number {ref.burst} --secondary-burst-number {sec.burst} --azimuth-looks 4 --range-looks 20\\n'''\n",
    "    \n",
    "    with open(f'ascending/{ref.date}_{sec.date}/cmd.txt', 'w') as f:\n",
    "        f.write(cmd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc97be3f-b88f-440a-80e9-8570050ef6f9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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