diff --git a/ch-dask-dataframe/shuffle.ipynb b/ch-dask-dataframe/shuffle.ipynb
index 8ae1bdf..a087466 100644
--- a/ch-dask-dataframe/shuffle.ipynb
+++ b/ch-dask-dataframe/shuffle.ipynb
@@ -126,7 +126,7 @@
    "source": [
     "## 案例分析：`groupby`\n",
     "\n",
-    "我们以 `groupby(by=key).sum()` 为例，了解其背后的 Shuffle 过程。{numref}`fig-dataframe-groupby` 展示了计算过程，它主要有三个阶段：分组、组内聚合（比如 `sum`）、组间整合。\n",
+    "我们以 `groupby(by=key).sum()` 为例，了解其背后的 Shuffle 过程。{numref}`fig-dataframe-groupby` 展示了计算过程，它主要有三个阶段：分组（Split）、组内聚合（Apply Aggregation，比如 `sum`）、组间聚合（Combine）。\n",
     "\n",
     "```{figure} ../img/ch-dask-dataframe/groupby.svg\n",
     "---\n",
diff --git a/drawio/ch-dask-dataframe/groupby.drawio b/drawio/ch-dask-dataframe/groupby.drawio
index f803ff5..b6c367a 100644
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