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kwinkunks committed Sep 28, 2023
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22 changes: 11 additions & 11 deletions _notebooks/Basic_usage.html
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Expand Up @@ -241,7 +241,7 @@ <h1>🚩 Basic usage<a class="headerlink" href="#basic-usage" title="Permalink t
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Expand Down Expand Up @@ -547,7 +547,7 @@ <h2>Imbalance metrics<a class="headerlink" href="#imbalance-metrics" title="Perm
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<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.lines.Line2D at 0x7f9d95c6a390&gt;
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Expand Down Expand Up @@ -630,7 +630,7 @@ <h2>Outliers<a class="headerlink" href="#outliers" title="Permalink to this head
use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
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Expand Down Expand Up @@ -689,10 +689,10 @@ <h2>Outliers<a class="headerlink" href="#outliers" title="Permalink to this head
use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
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<p>This truncated normal distribution has no outliers (there are only about 60, compared to the 100 we expect at this confidence level of 99% on this dataset of 10,000 records).</p>
Expand Down Expand Up @@ -737,7 +737,7 @@ <h2>Clipping<a class="headerlink" href="#clipping" title="Permalink to this head
use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
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<img alt="../_images/cd5838a765b85cc46ad4d3822253aaa1b0e9802d751724777bec08aee732895f.png" src="../_images/cd5838a765b85cc46ad4d3822253aaa1b0e9802d751724777bec08aee732895f.png" />
Expand Down Expand Up @@ -782,7 +782,7 @@ <h2>Distribution shape<a class="headerlink" href="#distribution-shape" title="Pe
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<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Distribution(name=&#39;gumbel_r&#39;, shape=[], loc=10.04057253630259, scale=4.93432972751726)
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Distribution(name=&#39;gumbel_r&#39;, shape=[], loc=10.040572536302586, scale=4.93432972751726)
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Expand All @@ -798,7 +798,7 @@ <h2>Distribution shape<a class="headerlink" href="#distribution-shape" title="Pe
use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
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Expand Down Expand Up @@ -947,7 +947,7 @@ <h2>Feature importance<a class="headerlink" href="#feature-importance" title="Pe
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Expand All @@ -974,7 +974,7 @@ <h2>Feature importance<a class="headerlink" href="#feature-importance" title="Pe
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Expand All @@ -992,7 +992,7 @@ <h2>Feature importance<a class="headerlink" href="#feature-importance" title="Pe
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Expand Up @@ -318,7 +318,7 @@ <h2>A quick look at <code class="docutils literal notranslate"><span class="pre"
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Expand Down Expand Up @@ -570,7 +570,7 @@ <h2>Clipping<a class="headerlink" href="#clipping" title="Permalink to this head
use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
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<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f55b5cbd610&gt;
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<img alt="../_images/cd5838a765b85cc46ad4d3822253aaa1b0e9802d751724777bec08aee732895f.png" src="../_images/cd5838a765b85cc46ad4d3822253aaa1b0e9802d751724777bec08aee732895f.png" />
Expand Down Expand Up @@ -623,7 +623,7 @@ <h2>Importance<a class="headerlink" href="#importance" title="Permalink to this
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<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.43341464, 0.16440126, 0.31468974, 0.08749436])
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<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>🚩 Feature 3 has low importance; check for relevance.
ℹ️ Dummy classifier scores: {&#39;f1&#39;: 0.25488459423559595, &#39;roc_auc&#39;: 0.5} (most_frequent strategy).
ℹ️ Dummy classifier scores: {&#39;f1&#39;: 0.2562046792503389, &#39;roc_auc&#39;: 0.4937139556627474} (stratified strategy).
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Detector(func=&lt;function BaseRedflagDetector.__init__.&lt;locals&gt;.&lt;lambda&gt; at 0x7f55b5bd7c40&gt;,
Detector(func=&lt;function BaseRedflagDetector.__init__.&lt;locals&gt;.&lt;lambda&gt; at 0x7f4a917bfce0&gt;,
message=&#x27;are negative&#x27;)),
(&#x27;svc&#x27;, SVC())])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-34" type="checkbox" ><label for="sk-estimator-id-34" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[(&#x27;detector&#x27;,
Detector(func=&lt;function BaseRedflagDetector.__init__.&lt;locals&gt;.&lt;lambda&gt; at 0x7f55b5bd7c40&gt;,
Detector(func=&lt;function BaseRedflagDetector.__init__.&lt;locals&gt;.&lt;lambda&gt; at 0x7f4a917bfce0&gt;,
message=&#x27;are negative&#x27;)),
(&#x27;svc&#x27;, SVC())])</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-35" type="checkbox" ><label for="sk-estimator-id-35" class="sk-toggleable__label sk-toggleable__label-arrow">Detector</label><div class="sk-toggleable__content"><pre>Detector(func=&lt;function BaseRedflagDetector.__init__.&lt;locals&gt;.&lt;lambda&gt; at 0x7f55b5bd7c40&gt;,
(&#x27;svc&#x27;, SVC())])</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-35" type="checkbox" ><label for="sk-estimator-id-35" class="sk-toggleable__label sk-toggleable__label-arrow">Detector</label><div class="sk-toggleable__content"><pre>Detector(func=&lt;function BaseRedflagDetector.__init__.&lt;locals&gt;.&lt;lambda&gt; at 0x7f4a917bfce0&gt;,
message=&#x27;are negative&#x27;)</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-36" type="checkbox" ><label for="sk-estimator-id-36" class="sk-toggleable__label sk-toggleable__label-arrow">SVC</label><div class="sk-toggleable__content"><pre>SVC()</pre></div></div></div></div></div></div></div></div></div>
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<p>The noise feature we added has negative values; the others are all positive, which is what we expect for these data.</p>
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