piccolbo/altair_recipes

<div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">altair_recipes</span> <span class="kn">as</span> <span class="nn">ar</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">altair_recipes.common</span> <span class="kn">import</span> <span class="n">viz_reg_test</span>
<span class="kn">from</span> <span class="nn">altair_recipes.display_pweave</span> <span class="kn">import</span> <span class="n">show_test</span>
</pre></div>

<h2>Autoplot</h2>

Autoplot is very easy to use but can produce a variety of charts that are reasonably appropriate for the data to be displayed.  Here is a longish sequence of examples of what autoplot will do with different combinations of up to three categorical or numerical variables and different data sizes




<div class="highlight"><pre><span></span><span class="n">test_size</span> <span class="o">=</span> <span class="mi">5000</span>


<span class="k">def</span> <span class="nf">rand_cat</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">n</span><span class="p">):</span>
    <span class="k">return</span> <span class="p">(</span>
        <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">((</span><span class="n">x</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="n">test_size</span><span class="p">)</span> <span class="o">*</span> <span class="n">n</span><span class="p">)</span> <span class="o">+</span> <span class="mi">77</span><span class="p">)</span>
        <span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
        <span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">chr</span><span class="p">)</span>
    <span class="p">)</span>


<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="n">seed</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="n">test_size</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="n">test_size</span><span class="p">)</span> <span class="o">+</span> <span class="n">x</span>
<span class="n">z</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="n">test_size</span><span class="p">)</span> <span class="o">+</span> <span class="n">y</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span>
    <span class="nb">dict</span><span class="p">(</span>
        <span class="n">x</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
        <span class="n">x_cat</span><span class="o">=</span><span class="n">rand_cat</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span>
        <span class="n">y</span><span class="o">=</span><span class="n">y</span><span class="p">,</span>
        <span class="n">y_cat</span><span class="o">=</span><span class="n">rand_cat</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">),</span>
        <span class="n">z</span><span class="o">=</span><span class="n">z</span><span class="p">,</span>
        <span class="n">z_cat</span><span class="o">=</span><span class="n">rand_cat</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">),</span>
    <span class="p">)</span>
<span class="p">)</span>
</pre></div>


The test code was generated by this code. So meta!




<div class="highlight"><pre><span></span><span class="c1">#</span>
<span class="c1"># numvars = [&quot;x&quot;, &quot;y&quot;, &quot;z&quot;]</span>
<span class="c1"># catvars = [&quot;x_cat&quot;, &quot;y_cat&quot;, &quot;z_cat&quot;]</span>
<span class="c1"># n = 0</span>
<span class="c1"># for nvars in range(1, 4):</span>
<span class="c1">#     for ncatvars in range(0, nvars + 1):</span>
<span class="c1">#         vars = catvars[:ncatvars] + numvars[ncatvars:nvars]</span>
<span class="c1">#         for nrows in [10, 50, 250, 1000, 5000]:</span>
<span class="c1">#             n = n + 1</span>
<span class="c1">#             print(</span>
<span class="c1">#                 &quot;&quot;&quot;</span>
<span class="c1"># #&#39;  &lt;h3&gt; Test autoplot #{n}&lt;/h3&gt;</span>
<span class="c1">#</span>
<span class="c1"># @viz_reg_test</span>
<span class="c1"># def test_autoplot_{n}():</span>
<span class="c1">#     return ar.autoplot(data.head({nrows}), columns={vars})</span>
<span class="c1">#</span>
<span class="c1"># show_test(test_autoplot_{n})</span>
<span class="c1"># &quot;&quot;&quot;.format(</span>
<span class="c1">#                     nrows=nrows, vars=vars, n=n</span>
<span class="c1">#                 )</span>
<span class="c1">#             )</span>
</pre></div>


 <h3> Test autoplot #1</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_1</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_1</span><span class="p">)</span>
</pre></div>


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 <h3> Test autoplot #2</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_2</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_2</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #3</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_3</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_3</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #4</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_4</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_4</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #5</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_5</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_5</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #6</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_6</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_6</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #7</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_7</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_7</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #8</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_8</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_8</span><span class="p">)</span>
</pre></div>

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        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "P"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "P"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "I"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "K"
      }
    ]
  },
  "encoding": {
    "x": {
      "field": "x_cat",
      "type": "nominal"
    },
    "y": {
      "aggregate": "count",
      "type": "quantitative"
    }
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 <h3> Test autoplot #9</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_9</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_9</span><span class="p">)</span>
</pre></div>

<div id="Ab0cab983df9f1b5ed2da46c5b831a4ca08464ebc3b515599098b98fd3f394202"></div>
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        "x_cat": "L"
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        "x_cat": "N"
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        "x_cat": "L"
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        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "P"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "I"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "P"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      }
    ]
  },
  "encoding": {
    "x": {
      "field": "x_cat",
      "type": "nominal"
    },
    "y": {
      "aggregate": "count",
      "type": "quantitative"
    }
  },
  "height": 600,
  "mark": "bar",
  "width": 800
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  </script>
  

 <h3> Test autoplot #10</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_10</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_10</span><span class="p">)</span>
</pre></div>

<div id="A433f02366d34ef7f7d2e058d798e1bcc050ede74f935c372b8ea827017aeed4a"></div>
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  "data": {
    "name": "data-c137955903547688fe45adabb94e19ba"
  },
  "datasets": {
    "data-c137955903547688fe45adabb94e19ba": [
      {
        "x_cat": "Q"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "I"
      },
      {
        "x_cat": "H"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "I"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "I"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "P"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "I"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "O"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "P"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "J"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "P"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "L"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "M"
      },
      {
        "x_cat": "K"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
      },
      {
        "x_cat": "N"
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 <h3> Test autoplot #11</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_11</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_11</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #12</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_12</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_12</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #13</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_13</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_13</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #14</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_14</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_14</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #15</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_15</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_15</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #16</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_16</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_16</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #17</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_17</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_17</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #18</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_18</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_18</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #19</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_19</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_19</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #20</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_20</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_20</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #21</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_21</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_21</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #22</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_22</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_22</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #23</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_23</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_23</span><span class="p">)</span>
</pre></div>

<div id="A494aa633f0d7efeda7fabde46818fdcefd3d2f80ae0eda4b86575ca4185c2433"></div>
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      "color": {
        "field": "y_cat",
        "type": "nominal"
      },
      "x": {
        "field": "y_cat",
        "type": "nominal"
      },
      "y": {
        "aggregate": "count",
        "type": "quantitative"
      }
    },
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    "width": 80
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 <h3> Test autoplot #24</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_24</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_24</span><span class="p">)</span>
</pre></div>

<div id="A1698dadc5e60bbdd39dded37c42678e4b408b9507418066e91a566cfb002941f"></div>
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        "y_cat": "N"
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        "y_cat": "M"
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        "y_cat": "J"
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        "x_cat": "O",
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        "y_cat": "K"
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        "y_cat": "J"
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        "y_cat": "L"
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        "y_cat": "J"
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        "x_cat": "K",
        "y_cat": "J"
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      },
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        "x_cat": "K",
        "y_cat": "J"
      },
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        "x_cat": "M",
        "y_cat": "P"
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        "y_cat": "L"
      },
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        "y_cat": "M"
      },
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        "x_cat": "P",
        "y_cat": "O"
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        "y_cat": "N"
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        "y_cat": "N"
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        "x_cat": "K",
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        "y_cat": "L"
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        "x_cat": "J",
        "y_cat": "K"
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        "x_cat": "L",
        "y_cat": "L"
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      {
        "x_cat": "P",
        "y_cat": "Q"
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        "x_cat": "N",
        "y_cat": "N"
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        "x_cat": "M",
        "y_cat": "L"
      },
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        "x_cat": "L",
        "y_cat": "I"
      },
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        "x_cat": "N",
        "y_cat": "K"
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        "y_cat": "K"
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      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "P",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
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      {
        "x_cat": "L",
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      },
      {
        "x_cat": "J",
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      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
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      {
        "x_cat": "L",
        "y_cat": "L"
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      {
        "x_cat": "M",
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      {
        "x_cat": "M",
        "y_cat": "L"
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      {
        "x_cat": "I",
        "y_cat": "K"
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      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "O"
      },
      {
        "x_cat": "J",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
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      {
        "x_cat": "M",
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      {
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      },
      {
        "x_cat": "M",
        "y_cat": "P"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "J",
        "y_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "O"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "P"
      },
      {
        "x_cat": "L",
        "y_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "O"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "O",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "O",
        "y_cat": "P"
      },
      {
        "x_cat": "L",
        "y_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "O"
      },
      {
        "x_cat": "J",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "I"
      },
      {
        "x_cat": "J",
        "y_cat": "M"
      },
      {
        "x_cat": "O",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "J"
      },
      {
        "x_cat": "J",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "O",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "O",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "I"
      },
      {
        "x_cat": "O",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "J",
        "y_cat": "J"
      },
      {
        "x_cat": "P",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "I",
        "y_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "P",
        "y_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "O"
      },
      {
        "x_cat": "K",
        "y_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "O"
      },
      {
        "x_cat": "O",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "O",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "Q"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "O"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "I"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "O",
        "y_cat": "Q"
      },
      {
        "x_cat": "N",
        "y_cat": "O"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "J"
      },
      {
        "x_cat": "J",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "P"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      }
    ]
  },
  "facet": {
    "column": {
      "field": "y_cat",
      "type": "nominal"
    }
  },
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      "color": {
        "field": "x_cat",
        "type": "nominal"
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      "x": {
        "field": "x_cat",
        "type": "nominal"
      },
      "y": {
        "aggregate": "count",
        "type": "quantitative"
      }
    },
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    "mark": "bar",
    "width": 72
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 <h3> Test autoplot #25</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_25</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_25</span><span class="p">)</span>
</pre></div>

<div id="A513f1711d87825c6baa66a34153302153d6ef56f908943738fa6494d086f3026"></div>
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        "x_cat": "Q",
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        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "P"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "O",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "K"
      },
      {
        "x_cat": "O",
        "y_cat": "O"
      },
      {
        "x_cat": "M",
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      {
        "x_cat": "K",
        "y_cat": "N"
      },
      {
        "x_cat": "I",
        "y_cat": "L"
      },
      {
        "x_cat": "H",
        "y_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "I"
      },
      {
        "x_cat": "O",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "I"
      },
      {
        "x_cat": "O",
        "y_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "M"
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 <h3> Test autoplot #26</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_26</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_26</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #27</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_27</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_27</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #28</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_28</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_28</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #29</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_29</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_29</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #30</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_30</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_30</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #31</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_31</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_31</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #32</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_32</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_32</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #33</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_33</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_33</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #34</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_34</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_34</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #35</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_35</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_35</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #36</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_36</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_36</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #37</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_37</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_37</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #38</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_38</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_38</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #39</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_39</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_39</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #40</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_40</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_40</span><span class="p">)</span>
</pre></div>

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        "z": -3.116907639397424
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 <h3> Test autoplot #41</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_41</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_41</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #42</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_42</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_42</span><span class="p">)</span>
</pre></div>

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 <h3> Test autoplot #43</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_43</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">250</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_43</span><span class="p">)</span>
</pre></div>

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      {
        "x_cat": "J",
        "y_cat": "J",
        "z_cat": "I"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "J",
        "z_cat": "H"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "H"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "J",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "P",
        "z_cat": "O"
      },
      {
        "x_cat": "P",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "J",
        "z_cat": "L"
      },
      {
        "x_cat": "P",
        "y_cat": "P",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "I"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "P",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "J",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "I",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "P"
      },
      {
        "x_cat": "L",
        "y_cat": "J",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
        "x_cat": "J",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "J"
      },
      {
        "x_cat": "O",
        "y_cat": "P",
        "z_cat": "P"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "J",
        "y_cat": "K",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "H"
      }
    ]
  },
  "facet": {
    "column": {
      "field": "x_cat",
      "type": "nominal"
    },
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      "field": "y_cat",
      "type": "nominal"
    }
  },
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        "field": "z_cat",
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      },
      "y": {
        "aggregate": "count",
        "type": "quantitative"
      }
    },
    "height": 66,
    "mark": "bar",
    "width": 80
  }
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 <h3> Test autoplot #44</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_44</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_44</span><span class="p">)</span>
</pre></div>

<div id="A32f68a31ef7893e25e07c780e513155b67606d227a6551ad2e7491b9e8c6c03e"></div>
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        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "K"
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        "x_cat": "O",
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      },
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        "z_cat": "N"
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        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
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      },
      {
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      {
        "x_cat": "O",
        "y_cat": "K",
        "z_cat": "L"
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      {
        "x_cat": "N",
        "y_cat": "K",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "O",
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      {
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      {
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      {
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      },
      {
        "x_cat": "H",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "Q"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "H"
      },
      {
        "x_cat": "N",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "O",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "J",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "I",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "I",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "J",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "J"
      },
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        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "J",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "K",
        "z_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "J",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "J",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "P",
        "z_cat": "N"
      },
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        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "J",
        "y_cat": "J",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "J",
        "z_cat": "I"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "P"
      },
      {
        "x_cat": "L",
        "y_cat": "J",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "P",
        "z_cat": "Q"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "P",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
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        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "Q"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "H"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "O",
        "y_cat": "Q",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "P"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "I",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "O",
        "y_cat": "Q",
        "z_cat": "P"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "O",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "L",
        "y_cat": "O",
        "z_cat": "P"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "J",
        "z_cat": "M"
      },
      {
        "x_cat": "J",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "P",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      }
    ]
  },
  "facet": {
    "column": {
      "field": "z_cat",
      "type": "nominal"
    },
    "row": {
      "field": "x_cat",
      "type": "nominal"
    }
  },
  "spec": {
    "encoding": {
      "color": {
        "field": "y_cat",
        "type": "nominal"
      },
      "x": {
        "field": "y_cat",
        "type": "nominal"
      },
      "y": {
        "aggregate": "count",
        "type": "quantitative"
      }
    },
    "height": 60,
    "mark": "bar",
    "width": 61
  }
};
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 <h3> Test autoplot #45</h3>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_45</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;y_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;z_cat&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_45</span><span class="p">)</span>
</pre></div>

<div id="A46edf043f3e64a178c3a0f21da954b5500f7130dd3e06ca32c225210c53d5404"></div>
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        "x_cat": "Q",
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      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "O",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
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      {
        "x_cat": "L",
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        "x_cat": "L",
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        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
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      },
      {
        "x_cat": "M",
        "y_cat": "M",
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        "x_cat": "L",
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        "z_cat": "K"
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      {
        "x_cat": "O",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "K",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "O",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "K"
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      {
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      {
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        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "H",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "Q"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "H"
      },
      {
        "x_cat": "N",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "O",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "J",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "I",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "I",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "J",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "J",
        "y_cat": "J",
        "z_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "K",
        "z_cat": "J"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "J",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "O",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "J",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "P",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "O",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "J",
        "y_cat": "J",
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        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "N",
        "y_cat": "K",
        "z_cat": "I"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "J",
        "y_cat": "L",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "P"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "I"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "P"
      },
      {
        "x_cat": "K",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "P",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "M"
      },
      {
        "x_cat": "K",
        "y_cat": "I",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "O"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "P",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "P",
        "z_cat": "O"
      },
      {
        "x_cat": "H",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "I",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "J",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "K",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "P",
        "z_cat": "P"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "I"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "J",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "J",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "J",
        "y_cat": "I",
        "z_cat": "J"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "N"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "P"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "O",
        "z_cat": "Q"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "L",
        "z_cat": "K"
      },
      {
        "x_cat": "K",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "M",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "I"
      },
      {
        "x_cat": "M",
        "y_cat": "J",
        "z_cat": "K"
      },
      {
        "x_cat": "N",
        "y_cat": "M",
        "z_cat": "K"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "J"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "K",
        "y_cat": "J",
        "z_cat": "H"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "P"
      },
      {
        "x_cat": "J",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "P",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "M"
      },
      {
        "x_cat": "L",
        "y_cat": "J",
        "z_cat": "K"
      },
      {
        "x_cat": "P",
        "y_cat": "O",
        "z_cat": "O"
      },
      {
        "x_cat": "L",
        "y_cat": "M",
        "z_cat": "L"
      },
      {
        "x_cat": "L",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "P",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "N",
        "y_cat": "K",
        "z_cat": "M"
      },
      {
        "x_cat": "O",
        "y_cat": "M",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "L"
      },
      {
        "x_cat": "O",
        "y_cat": "N",
        "z_cat": "N"
      },
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        "x_cat": "J",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "K",
        "z_cat": "K"
      },
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        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "O"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "N"
      },
      {
        "x_cat": "L",
        "y_cat": "L",
        "z_cat": "M"
      },
      {
        "x_cat": "M",
        "y_cat": "N",
        "z_cat": "O"
      }
    ]
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To finish three corner cases when there's no overlap with categorical vars only



<div class="highlight"><pre><span></span><span class="n">w</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>

<span class="n">no_overlap_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span>
    <span class="nb">dict</span><span class="p">(</span>
        <span class="n">x</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">w</span><span class="p">,</span> <span class="n">w</span> <span class="o">-</span> <span class="mi">3</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">),</span>
        <span class="n">y</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">w</span><span class="p">,</span> <span class="n">w</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">),</span>
        <span class="n">z</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">w</span><span class="p">,</span> <span class="n">w</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">),</span>
    <span class="p">)</span>
<span class="p">)</span>


<span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_CCC</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">no_overlap_data</span><span class="p">)</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_CCC</span><span class="p">)</span>


<span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_CC</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">no_overlap_data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_CC</span><span class="p">)</span>


<span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_autoplot_C</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">autoplot</span><span class="p">(</span><span class="n">no_overlap_data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">])</span>


<span class="n">show_test</span><span class="p">(</span><span class="n">test_autoplot_C</span><span class="p">)</span>
</pre></div>

<div id="Ad47c9a9990d765f48462917a8c250d5a7ab6091f958bd1eb3ac7bc0fc90792ef"></div>
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