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fjosw 2022-01-18 18:10:20 +00:00
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@ -868,18 +868,24 @@
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">r_length</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">tmp</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">tmp_expanded</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">r</span><span class="p">,</span> <span class="n">r_name</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">e_content</span><span class="p">[</span><span class="n">e_name</span><span class="p">]):</span>
<span class="k">if</span> <span class="n">expand</span><span class="p">:</span>
<span class="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_expand_deltas</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">],</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">]),</span> <span class="bp">self</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="k">if</span> <span class="n">expand</span><span class="p">:</span>
<span class="n">tmp_expanded</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_expand_deltas</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">],</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">]),</span> <span class="bp">self</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="n">r_length</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tmp_expanded</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">r_length</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tmp</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
<span class="n">e_N</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">r_length</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">arange</span><span class="p">(</span><span class="n">e_N</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">concatenate</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="k">if</span> <span class="n">expand</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">concatenate</span><span class="p">(</span><span class="n">tmp_expanded</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">y_test</span>
<span class="n">plt</span><span class="o">.</span><span class="n">errorbar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">e_N</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">e_name</span> <span class="o">+</span> <span class="sa">f</span><span class="s1">&#39;, skew: </span><span class="si">{</span><span class="n">skew</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">skewtest</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">), kurtosis: </span><span class="si">{</span><span class="n">kurtosis</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">kurtosistest</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">e_name</span> <span class="o">+</span> <span class="sa">f</span><span class="s1">&#39;, skew: </span><span class="si">{</span><span class="n">skew</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">skewtest</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">), kurtosis: </span><span class="si">{</span><span class="n">kurtosis</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">kurtosistest</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">draw</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">plot_piechart</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@ -2442,18 +2448,24 @@
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">r_length</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">tmp</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">tmp_expanded</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">r</span><span class="p">,</span> <span class="n">r_name</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">e_content</span><span class="p">[</span><span class="n">e_name</span><span class="p">]):</span>
<span class="k">if</span> <span class="n">expand</span><span class="p">:</span>
<span class="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_expand_deltas</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">],</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">]),</span> <span class="bp">self</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="k">if</span> <span class="n">expand</span><span class="p">:</span>
<span class="n">tmp_expanded</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_expand_deltas</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">],</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">]),</span> <span class="bp">self</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="n">r_length</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tmp_expanded</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">r_length</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tmp</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
<span class="n">e_N</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">r_length</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">arange</span><span class="p">(</span><span class="n">e_N</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">concatenate</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="k">if</span> <span class="n">expand</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">concatenate</span><span class="p">(</span><span class="n">tmp_expanded</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">y_test</span>
<span class="n">plt</span><span class="o">.</span><span class="n">errorbar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">e_N</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">e_name</span> <span class="o">+</span> <span class="sa">f</span><span class="s1">&#39;, skew: </span><span class="si">{</span><span class="n">skew</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">skewtest</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">), kurtosis: </span><span class="si">{</span><span class="n">kurtosis</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">kurtosistest</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">e_name</span> <span class="o">+</span> <span class="sa">f</span><span class="s1">&#39;, skew: </span><span class="si">{</span><span class="n">skew</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">skewtest</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">), kurtosis: </span><span class="si">{</span><span class="n">kurtosis</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">kurtosistest</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">draw</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">plot_piechart</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@ -3569,18 +3581,24 @@ saves the figure to a file named 'save' if.</li>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">r_length</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">tmp</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">tmp_expanded</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">r</span><span class="p">,</span> <span class="n">r_name</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">e_content</span><span class="p">[</span><span class="n">e_name</span><span class="p">]):</span>
<span class="k">if</span> <span class="n">expand</span><span class="p">:</span>
<span class="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_expand_deltas</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">],</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">]),</span> <span class="bp">self</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="k">if</span> <span class="n">expand</span><span class="p">:</span>
<span class="n">tmp_expanded</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_expand_deltas</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">],</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">]),</span> <span class="bp">self</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">r_values</span><span class="p">[</span><span class="n">r_name</span><span class="p">])</span>
<span class="n">r_length</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tmp_expanded</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">r_length</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">tmp</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
<span class="n">e_N</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">r_length</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">arange</span><span class="p">(</span><span class="n">e_N</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">concatenate</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="k">if</span> <span class="n">expand</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">concatenate</span><span class="p">(</span><span class="n">tmp_expanded</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">y_test</span>
<span class="n">plt</span><span class="o">.</span><span class="n">errorbar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">e_N</span> <span class="o">-</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">e_name</span> <span class="o">+</span> <span class="sa">f</span><span class="s1">&#39;, skew: </span><span class="si">{</span><span class="n">skew</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">skewtest</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">), kurtosis: </span><span class="si">{</span><span class="n">kurtosis</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">kurtosistest</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">e_name</span> <span class="o">+</span> <span class="sa">f</span><span class="s1">&#39;, skew: </span><span class="si">{</span><span class="n">skew</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">skewtest</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">), kurtosis: </span><span class="si">{</span><span class="n">kurtosis</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1"> (p=</span><span class="si">{</span><span class="n">kurtosistest</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="o">.</span><span class="n">pvalue</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">draw</span><span class="p">()</span>
</pre></div>