diff --git a/docs/_sources/ch-pandas/dataframe-groupby.ipynb b/docs/_sources/ch-pandas/dataframe-groupby.ipynb
index ef0615a..712028c 100644
--- a/docs/_sources/ch-pandas/dataframe-groupby.ipynb
+++ b/docs/_sources/ch-pandas/dataframe-groupby.ipynb
@@ -29,7 +29,10 @@
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      "iopub.status.idle": "2023-09-18T00:08:11.605146Z",
      "shell.execute_reply": "2023-09-18T00:08:11.604394Z"
-    }
+    },
+    "tags": [
+     "hide-cell"
+    ]
    },
    "outputs": [
     {
@@ -41,14 +44,12 @@
     }
    ],
    "source": [
-    "# Hide outputs\n",
-    "# Hide code\n",
     "import os\n",
     "import urllib.request\n",
     "import zipfile\n",
     "import pandas as pd\n",
     "\n",
-    "folder_path = os.path.join(os.getcwd(), \"./data/pwt\")\n",
+    "folder_path = os.path.join(os.getcwd(), \"../data/pwt\")\n",
     "download_url = \"https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip\"\n",
     "file_name = download_url.split(\"/\")[-1]\n",
     "if not os.path.exists(folder_path):\n",
diff --git a/docs/ch-pandas/dataframe-groupby.html b/docs/ch-pandas/dataframe-groupby.html
index 6f2c6f5..2880c9d 100644
--- a/docs/ch-pandas/dataframe-groupby.html
+++ b/docs/ch-pandas/dataframe-groupby.html
@@ -396,16 +396,19 @@ <h1>分组汇总<a class="headerlink" href="#id1" title="Permalink to this headi
 <div class="figure align-default" id="groupby-img">
 <img alt="../_images/groupby.svg" src="../_images/groupby.svg" /><p class="caption"><span class="caption-number">Fig. 1 </span><span class="caption-text">分组与汇总</span><a class="headerlink" href="#groupby-img" title="Permalink to this image">#</a></p>
 </div>
-<div class="cell docutils container">
+<div class="cell tag_hide-cell docutils container">
+<details class="hide above-input">
+<summary aria-label="Toggle hidden content">
+<span class="collapsed">Show code cell content</span>
+<span class="expanded">Hide code cell content</span>
+</summary>
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Hide outputs</span>
-<span class="c1"># Hide code</span>
-<span class="kn">import</span> <span class="nn">os</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
 <span class="kn">import</span> <span class="nn">urllib.request</span>
 <span class="kn">import</span> <span class="nn">zipfile</span>
 <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
 
-<span class="n">folder_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;./data/pwt&quot;</span><span class="p">)</span>
+<span class="n">folder_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">&quot;../data/pwt&quot;</span><span class="p">)</span>
 <span class="n">download_url</span> <span class="o">=</span> <span class="s2">&quot;https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip&quot;</span>
 <span class="n">file_name</span> <span class="o">=</span> <span class="n">download_url</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;/&quot;</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
 <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">folder_path</span><span class="p">):</span>
@@ -432,6 +435,7 @@ <h1>分组汇总<a class="headerlink" href="#id1" title="Permalink to this headi
 </pre></div>
 </div>
 </div>
+</details>
 </div>
 <div class="section" id="id2">
 <h2>分组变量<a class="headerlink" href="#id2" title="Permalink to this heading">#</a></h2>
@@ -536,7 +540,7 @@ <h2>汇总变量<a class="headerlink" href="#id3" title="Permalink to this headi
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/4n/v40br47s46ggrjm9bdm64lwh0000gn/T/ipykernel_92515/459214562.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/4n/v40br47s46ggrjm9bdm64lwh0000gn/T/ipykernel_33069/459214562.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.
   df.groupby([&#39;year&#39;])[&#39;tcgdp&#39;,&#39;POP&#39;].mean()
 </pre></div>
 </div>
@@ -1009,7 +1013,7 @@ <h2>多重索引<a class="headerlink" href="#id5" title="Permalink to this headi
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/4n/v40br47s46ggrjm9bdm64lwh0000gn/T/ipykernel_92515/1148587731.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/4n/v40br47s46ggrjm9bdm64lwh0000gn/T/ipykernel_33069/1148587731.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.
   df.groupby([&#39;country&#39;,&#39;year&#39;])[&#39;tcgdp&#39;,&#39;POP&#39;].agg([&#39;min&#39;,&#39;max&#39;])
 </pre></div>
 </div>
@@ -1152,7 +1156,7 @@ <h2>多重索引<a class="headerlink" href="#id5" title="Permalink to this headi
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/4n/v40br47s46ggrjm9bdm64lwh0000gn/T/ipykernel_92515/1120076566.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/4n/v40br47s46ggrjm9bdm64lwh0000gn/T/ipykernel_33069/1120076566.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.
   df_query = df.groupby([&#39;country&#39;,&#39;year&#39;])[&#39;tcgdp&#39;,&#39;POP&#39;].agg([&#39;min&#39;,&#39;max&#39;])
 </pre></div>
 </div>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index c9c4828..08572cf 100644
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