piccolbo/altair_recipes

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docs/test_histogram.html

Summary

Maintainability
Test Coverage

<div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">altair_recipes</span> <span class="k">as</span> <span class="nn">ar</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="p">,</span> <span class="n">gather</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>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">vega_datasets</span> <span class="kn">import</span> <span class="n">data</span>
</pre></div>

<h2>Histogram</h2>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_histogram</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">histogram</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">movies</span><span class="p">(),</span> <span class="n">column</span><span class="o">=</span><span class="s2">&quot;IMDB_Rating&quot;</span><span class="p">)</span>


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

<div class="highlight"><pre>
/Users/antonio/Library/Caches/pypoetry/virtualenvs/altair-recipes-
WhUvyqF4-py3.9/lib/python3.9/site-
packages/ipykernel/kernelbase.py:684: RuntimeWarning: coroutine
&#39;InProcessKernel._abort_queues&#39; was never awaited
  self._abort_queues()
RuntimeWarning: Enable tracemalloc to get the object allocation
traceback
</pre></div>


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<h2>Layered Histogram from wide data</h2>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_layered_histogram_wide</span><span class="p">():</span>
    <span class="n">df</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="p">{</span>
            <span class="s2">&quot;Trial A&quot;</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">normal</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mi">1000</span><span class="p">),</span>
            <span class="s2">&quot;Trial B&quot;</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">normal</span><span class="p">(</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1000</span><span class="p">),</span>
            <span class="s2">&quot;Trial C&quot;</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">normal</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1000</span><span class="p">),</span>
        <span class="p">}</span>
    <span class="p">)</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">layered_histogram</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;Trial A&quot;</span><span class="p">,</span> <span class="s2">&quot;Trial B&quot;</span><span class="p">,</span> <span class="s2">&quot;Trial C&quot;</span><span class="p">])</span>


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

<div class="highlight"><pre>
/Users/antonio/Library/Caches/pypoetry/virtualenvs/altair-recipes-
WhUvyqF4-py3.9/lib/python3.9/site-
packages/ipykernel/kernelbase.py:684: RuntimeWarning: coroutine
&#39;InProcessKernel._abort_queues&#39; was never awaited
  self._abort_queues()
RuntimeWarning: Enable tracemalloc to get the object allocation
traceback
</pre></div>

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<h2>Layered Histogram from long data</h2>




<div class="highlight"><pre><span></span><span class="nd">@viz_reg_test</span>
<span class="k">def</span> <span class="nf">test_layered_histogram_long</span><span class="p">():</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="p">{</span>
            <span class="s2">&quot;Trial A&quot;</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">normal</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mi">1000</span><span class="p">),</span>
            <span class="s2">&quot;Trial B&quot;</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">normal</span><span class="p">(</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1000</span><span class="p">),</span>
            <span class="s2">&quot;Trial C&quot;</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">normal</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1000</span><span class="p">),</span>
        <span class="p">}</span>
    <span class="p">)</span>
    <span class="n">columns</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>

    <span class="n">ldata</span> <span class="o">=</span> <span class="n">gather</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="s2">&quot;key&quot;</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="s2">&quot;value&quot;</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">columns</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">ar</span><span class="o">.</span><span class="n">layered_histogram</span><span class="p">(</span><span class="n">ldata</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;value&quot;</span><span class="p">],</span> <span class="n">group_by</span><span class="o">=</span><span class="s2">&quot;key&quot;</span><span class="p">)</span>


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

<div class="highlight"><pre>
/Users/antonio/Library/Caches/pypoetry/virtualenvs/altair-recipes-
WhUvyqF4-py3.9/lib/python3.9/site-
packages/ipykernel/kernelbase.py:684: RuntimeWarning: coroutine
&#39;InProcessKernel._abort_queues&#39; was never awaited
  self._abort_queues()
RuntimeWarning: Enable tracemalloc to get the object allocation
traceback
</pre></div>

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