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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/changelog.doctree b/.doctrees/changelog.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/redflag.doctree b/.doctrees/redflag.doctree
diff --git a/_images/189e714bdbe64f6e2b2407adf9c51e93f35691cfd08985926c07cc7c4c5d6806.png b/_images/189e714bdbe64f6e2b2407adf9c51e93f35691cfd08985926c07cc7c4c5d6806.png
diff --git a/_images/6926060aa195d27441afba5d0c6c6c783ce469934bee1334c3a1576c21d8671a.png b/_images/6926060aa195d27441afba5d0c6c6c783ce469934bee1334c3a1576c21d8671a.png
diff --git a/_images/78b326006b369ba59c19b37269b57966149c2078a5c958af7c31e2a866e47b68.png b/_images/78b326006b369ba59c19b37269b57966149c2078a5c958af7c31e2a866e47b68.png
diff --git a/_images/7f1d114ebd5dc69f6ffee981278b2058bc2c78ca4b6ea7e3ad264388429d3ee5.png b/_images/7f1d114ebd5dc69f6ffee981278b2058bc2c78ca4b6ea7e3ad264388429d3ee5.png
diff --git a/_images/a340233ba17c1e5eb62e85cf1fdb9ebc0367fe61b55cffeb57d41f7c7db84667.png b/_images/a340233ba17c1e5eb62e85cf1fdb9ebc0367fe61b55cffeb57d41f7c7db84667.png
diff --git a/_images/fbe902fd7056f82aa6ff7f740256c9ab3e4a526481a6e89669e46c063226410f.png b/_images/fbe902fd7056f82aa6ff7f740256c9ab3e4a526481a6e89669e46c063226410f.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
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;0.1.dev1+ge232c7c&#39;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;0.4.1rc1&#39;
 </pre></div>
 </div>
 </div>
@@ -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 0x7f7e9504d850&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.lines.Line2D at 0x7fc404164a90&gt;
 </pre></div>
 </div>
 <img alt="../_images/2bb44d03d42247969124582eea41e70bf462d350c4bfaceb853eecf4e89f5d6d.png" src="../_images/2bb44d03d42247969124582eea41e70bf462d350c4bfaceb853eecf4e89f5d6d.png" />
@@ -568,7 +568,7 @@ <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>array([ 301,  302,  303,  415,  416,  417,  418,  799,  896,  897,  898,
         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])
+       3078, 3079, 3080, 3580, 3581, 3582, 3583])
 </pre></div>
 </div>
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@@ -584,16 +584,10 @@ <h2>Outliers<a class="headerlink" href="#outliers" title="Permalink to this head
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-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;Axes: xlabel=&#39;GR&#39;, ylabel=&#39;Density&#39;&gt;
 </pre></div>
 </div>
-<img alt="../_images/189e714bdbe64f6e2b2407adf9c51e93f35691cfd08985926c07cc7c4c5d6806.png" src="../_images/189e714bdbe64f6e2b2407adf9c51e93f35691cfd08985926c07cc7c4c5d6806.png" />
+<img alt="../_images/a340233ba17c1e5eb62e85cf1fdb9ebc0367fe61b55cffeb57d41f7c7db84667.png" src="../_images/a340233ba17c1e5eb62e85cf1fdb9ebc0367fe61b55cffeb57d41f7c7db84667.png" />
 </div>
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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>
@@ -609,31 +603,10 @@ <h2>Outliers<a class="headerlink" href="#outliers" title="Permalink to this head
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.JointGrid at 0x7fc3c9b15910&gt;
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.JointGrid at 0x7f7e91248350&gt;
-</pre></div>
-</div>
-<img alt="../_images/7f1d114ebd5dc69f6ffee981278b2058bc2c78ca4b6ea7e3ad264388429d3ee5.png" src="../_images/7f1d114ebd5dc69f6ffee981278b2058bc2c78ca4b6ea7e3ad264388429d3ee5.png" />
+<img alt="../_images/fbe902fd7056f82aa6ff7f740256c9ab3e4a526481a6e89669e46c063226410f.png" src="../_images/fbe902fd7056f82aa6ff7f740256c9ab3e4a526481a6e89669e46c063226410f.png" />
 </div>
 </div>
 <p>A helper function can compute the number of expected outliers, given the dataset size and assuming a Gaussian distribution of samples.</p>
@@ -685,14 +658,10 @@ <h2>Outliers<a class="headerlink" href="#outliers" title="Permalink to this head
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-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 0x7f7e91517650&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7fc3c7a0a050&gt;
 </pre></div>
 </div>
-<img alt="../_images/6926060aa195d27441afba5d0c6c6c783ce469934bee1334c3a1576c21d8671a.png" src="../_images/6926060aa195d27441afba5d0c6c6c783ce469934bee1334c3a1576c21d8671a.png" />
+<img alt="../_images/78b326006b369ba59c19b37269b57966149c2078a5c958af7c31e2a866e47b68.png" src="../_images/78b326006b369ba59c19b37269b57966149c2078a5c958af7c31e2a866e47b68.png" />
 </div>
 </div>
 <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>
@@ -733,11 +702,7 @@ <h2>Clipping<a class="headerlink" href="#clipping" title="Permalink to this head
 </div>
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 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-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 0x7f7e9118cb10&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7fc3c9b1b290&gt;
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 </div>
 <img alt="../_images/cd5838a765b85cc46ad4d3822253aaa1b0e9802d751724777bec08aee732895f.png" src="../_images/cd5838a765b85cc46ad4d3822253aaa1b0e9802d751724777bec08aee732895f.png" />
@@ -794,11 +759,7 @@ <h2>Distribution shape<a class="headerlink" href="#distribution-shape" title="Pe
 </div>
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-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-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 0x7f7e90fb70d0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7fc3c57fe850&gt;
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 <img alt="../_images/9a24bafc24d9b00917a0e1f2bf75c12f68152f5e5322a8a58a83974f1943cf77.png" src="../_images/9a24bafc24d9b00917a0e1f2bf75c12f68152f5e5322a8a58a83974f1943cf77.png" />
@@ -947,7 +908,7 @@ <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([0.27066275, 0.37373081, 0.30116304, 0.04411356, 0.        ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.25468622, 0.31612339, 0.34878357, 0.07159437, 0.        ])
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@@ -974,7 +935,7 @@ <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, 2, 0])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2, 1, 0])
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@@ -992,7 +953,7 @@ <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([0.08660013, 0.35794204, 0.52263576, 0.03282207, 0.        ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.09156698, 0.36541869, 0.51196039, 0.03105394, 0.        ])
 </pre></div>
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