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diff --git a/.doctrees/_notebooks/Basic_usage.doctree b/.doctrees/_notebooks/Basic_usage.doctree
diff --git a/.doctrees/_notebooks/Tutorial.doctree b/.doctrees/_notebooks/Tutorial.doctree
diff --git a/.doctrees/_notebooks/Using_redflag_with_Pandas.doctree b/.doctrees/_notebooks/Using_redflag_with_Pandas.doctree
diff --git a/.doctrees/_notebooks/Using_redflag_with_sklearn.doctree b/.doctrees/_notebooks/Using_redflag_with_sklearn.doctree
diff --git a/.doctrees/development.doctree b/.doctrees/development.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/_images/189e714bdbe64f6e2b2407adf9c51e93f35691cfd08985926c07cc7c4c5d6806.png b/_images/189e714bdbe64f6e2b2407adf9c51e93f35691cfd08985926c07cc7c4c5d6806.png
diff --git a/_images/2445f1fff6c1aed33fe6f604bbe714f3143d171a39ca0d5509d61d047f331801.png b/_images/2445f1fff6c1aed33fe6f604bbe714f3143d171a39ca0d5509d61d047f331801.png
diff --git a/_images/d7c8d901883c9d1b74e19dacf493c347184637b9408d881e681ee912d6ba0c17.png b/_images/d7c8d901883c9d1b74e19dacf493c347184637b9408d881e681ee912d6ba0c17.png
diff --git a/_images/ea5b47334baaa80506a55b0b6bb4c9fde95360d20d5e81c47a0813431c0d6c8c.png b/_images/ea5b47334baaa80506a55b0b6bb4c9fde95360d20d5e81c47a0813431c0d6c8c.png
diff --git a/_notebooks/Basic_usage.html b/_notebooks/Basic_usage.html
@@ -241,7 +241,7 @@ <h1>🚩 Basic usage<a class="headerlink" href="#basic-usage" title="Permalink t
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;0.3.0&#39;
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@@ -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 0x7f130a3df790&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.lines.Line2D at 0x7f17ca3f72d0&gt;
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@@ -566,8 +566,8 @@ <h2>Outliers<a class="headerlink" href="#outliers" title="Permalink to this head
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 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([ 301,  302,  303,  415,  416,  417,  418,  799,  896,  897,  898,
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+        899,  996,  997, 1843, 1844, 2278, 2279, 2280, 2638, 2639, 2640,
+       2641, 2642, 2643, 2920, 2921, 2922, 3070, 3071, 3074, 3075, 3076,
        3079, 3080, 3081, 3580, 3581, 3582, 3583])
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@@ -593,7 +593,7 @@ <h2>Outliers<a class="headerlink" href="#outliers" title="Permalink to this head
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;GR&#39;, ylabel=&#39;Density&#39;&gt;
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-<img alt="../_images/2445f1fff6c1aed33fe6f604bbe714f3143d171a39ca0d5509d61d047f331801.png" src="../_images/2445f1fff6c1aed33fe6f604bbe714f3143d171a39ca0d5509d61d047f331801.png" />
+<img alt="../_images/189e714bdbe64f6e2b2407adf9c51e93f35691cfd08985926c07cc7c4c5d6806.png" src="../_images/189e714bdbe64f6e2b2407adf9c51e93f35691cfd08985926c07cc7c4c5d6806.png" />
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 <p>By default it uses an <a class="reference external" href="https://scikit-learn.org/stable/modules/outlier_detection.html#isolation-forest"><strong>isolation forest</strong></a> to detect the outliers at the 99% confidence level, but you can also opt to use <strong>local outlier factor</strong>, <strong>elliptic envelope</strong>, or <strong>Mahalanobis distance</strong>, setting the confidence level to choose how many outliers you will see, or (equivalently) setting the <code class="docutils literal notranslate"><span class="pre">threshold</span></code> to the number of standard deviations away from the mean you regard as signal.</p>
@@ -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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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.JointGrid at 0x7f1301795710&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.JointGrid at 0x7f17c843d710&gt;
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@@ -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.
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f12ff656410&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f17c838ccd0&gt;
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-<img alt="../_images/ea5b47334baaa80506a55b0b6bb4c9fde95360d20d5e81c47a0813431c0d6c8c.png" src="../_images/ea5b47334baaa80506a55b0b6bb4c9fde95360d20d5e81c47a0813431c0d6c8c.png" />
+<img alt="../_images/d7c8d901883c9d1b74e19dacf493c347184637b9408d881e681ee912d6ba0c17.png" src="../_images/d7c8d901883c9d1b74e19dacf493c347184637b9408d881e681ee912d6ba0c17.png" />
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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>
@@ -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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@@ -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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@@ -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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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f12fd44b890&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f17c8141590&gt;
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@@ -947,7 +947,7 @@ <h2>Feature importance<a class="headerlink" href="#feature-importance" title="Pe
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.36352577, 0.37760367, 0.19941879, 0.05945178, 0.        ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.25782719, 0.40422669, 0.272979  , 0.04737446, 0.        ])
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@@ -974,7 +974,7 @@ <h2>Feature importance<a class="headerlink" href="#feature-importance" title="Pe
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([1, 0, 2])
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@@ -992,7 +992,7 @@ <h2>Feature importance<a class="headerlink" href="#feature-importance" title="Pe
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.09945747, 0.35711469, 0.51567392, 0.02775392, 0.        ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.08662648, 0.35988089, 0.52122602, 0.03226661, 0.        ])
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