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diff --git a/dev/.buildinfo b/dev/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 6f8409b759352800113ce64fec86a9f7
+config: 8d6db899ceba9993077276b09b48694e
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/dev/_images/sphx_glr_plot_extended_isolation_forest_006.png b/dev/_images/sphx_glr_plot_extended_isolation_forest_006.png
diff --git a/dev/_images/sphx_glr_plot_extended_isolation_forest_007.png b/dev/_images/sphx_glr_plot_extended_isolation_forest_007.png
diff --git a/dev/_images/sphx_glr_plot_extended_isolation_forest_008.png b/dev/_images/sphx_glr_plot_extended_isolation_forest_008.png
diff --git a/dev/_images/sphx_glr_plot_extended_isolation_forest_009.png b/dev/_images/sphx_glr_plot_extended_isolation_forest_009.png
diff --git a/dev/_images/sphx_glr_plot_extended_isolation_forest_010.png b/dev/_images/sphx_glr_plot_extended_isolation_forest_010.png
diff --git a/dev/_images/sphx_glr_plot_extra_oblique_random_forest_001.png b/dev/_images/sphx_glr_plot_extra_oblique_random_forest_001.png
diff --git a/dev/_images/sphx_glr_plot_extra_oblique_random_forest_thumb.png b/dev/_images/sphx_glr_plot_extra_oblique_random_forest_thumb.png
diff --git a/dev/_images/sphx_glr_plot_extra_orf_sample_size_001.png b/dev/_images/sphx_glr_plot_extra_orf_sample_size_001.png
diff --git a/dev/_images/sphx_glr_plot_extra_orf_sample_size_thumb.png b/dev/_images/sphx_glr_plot_extra_orf_sample_size_thumb.png
diff --git a/dev/_images/sphx_glr_plot_multiview_dtc_001.png b/dev/_images/sphx_glr_plot_multiview_dtc_001.png
diff --git a/dev/_images/sphx_glr_plot_multiview_dtc_thumb.png b/dev/_images/sphx_glr_plot_multiview_dtc_thumb.png
diff --git a/dev/_images/sphx_glr_plot_overlapping_gaussians_001.png b/dev/_images/sphx_glr_plot_overlapping_gaussians_001.png
diff --git a/dev/_images/sphx_glr_plot_overlapping_gaussians_thumb.png b/dev/_images/sphx_glr_plot_overlapping_gaussians_thumb.png
diff --git a/dev/_modules/index.html b/dev/_modules/index.html
@@ -490,7 +490,7 @@ <h1>All modules for which code is available</h1>
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diff --git a/dev/_modules/treeple/_lib/sklearn/ensemble/_forest.html b/dev/_modules/treeple/_lib/sklearn/ensemble/_forest.html
@@ -4122,7 +4122,7 @@ <h1>Source code for treeple._lib.sklearn.ensemble._forest</h1><div class="highli
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diff --git a/dev/_modules/treeple/_lib/sklearn/tree/_classes.html b/dev/_modules/treeple/_lib/sklearn/tree/_classes.html
@@ -2967,7 +2967,7 @@ <h1>Source code for treeple._lib.sklearn.tree._classes</h1><div class="highlight
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diff --git a/dev/_modules/treeple/datasets/hyppo.html b/dev/_modules/treeple/datasets/hyppo.html
@@ -1374,7 +1374,7 @@ <h1>Source code for treeple.datasets.hyppo</h1><div class="highlight"><pre>
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diff --git a/dev/_modules/treeple/datasets/multiview.html b/dev/_modules/treeple/datasets/multiview.html
@@ -836,7 +836,7 @@ <h1>Source code for treeple.datasets.multiview</h1><div class="highlight"><pre>
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diff --git a/dev/_modules/treeple/ensemble/_eiforest.html b/dev/_modules/treeple/ensemble/_eiforest.html
@@ -673,7 +673,7 @@ <h1>Source code for treeple.ensemble._eiforest</h1><div class="highlight"><pre>
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diff --git a/dev/_modules/treeple/ensemble/_honest_forest.html b/dev/_modules/treeple/ensemble/_honest_forest.html
@@ -1318,7 +1318,7 @@ <h1>Source code for treeple.ensemble._honest_forest</h1><div class="highlight"><
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diff --git a/dev/_modules/treeple/ensemble/_multiview.html b/dev/_modules/treeple/ensemble/_multiview.html
@@ -792,7 +792,7 @@ <h1>Source code for treeple.ensemble._multiview</h1><div class="highlight"><pre>
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diff --git a/dev/_modules/treeple/ensemble/_supervised_forest.html b/dev/_modules/treeple/ensemble/_supervised_forest.html
@@ -2417,7 +2417,7 @@ <h1>Source code for treeple.ensemble._supervised_forest</h1><div class="highligh
         <div class="footer-item">
   <p class="copyright">
 
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diff --git a/dev/_modules/treeple/ensemble/_unsupervised_forest.html b/dev/_modules/treeple/ensemble/_unsupervised_forest.html
@@ -1308,7 +1308,7 @@ <h1>Source code for treeple.ensemble._unsupervised_forest</h1><div class="highli
         <div class="footer-item">
   <p class="copyright">
 
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diff --git a/dev/_modules/treeple/experimental/monte_carlo.html b/dev/_modules/treeple/experimental/monte_carlo.html
@@ -696,7 +696,7 @@ <h1>Source code for treeple.experimental.monte_carlo</h1><div class="highlight">
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   <p class="copyright">
 
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diff --git a/dev/_modules/treeple/experimental/mutual_info.html b/dev/_modules/treeple/experimental/mutual_info.html
@@ -933,7 +933,7 @@ <h1>Source code for treeple.experimental.mutual_info</h1><div class="highlight">
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   <p class="copyright">
 
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diff --git a/dev/_modules/treeple/experimental/simulate.html b/dev/_modules/treeple/experimental/simulate.html
@@ -706,7 +706,7 @@ <h1>Source code for treeple.experimental.simulate</h1><div class="highlight"><pr
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   <p class="copyright">
 
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diff --git a/dev/_modules/treeple/neighbors.html b/dev/_modules/treeple/neighbors.html
@@ -693,7 +693,7 @@ <h1>Source code for treeple.neighbors</h1><div class="highlight"><pre>
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   <p class="copyright">
 
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diff --git a/dev/_modules/treeple/stats/forestht.html b/dev/_modules/treeple/stats/forestht.html
@@ -964,7 +964,7 @@ <h1>Source code for treeple.stats.forestht</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
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   </p>

diff --git a/dev/_modules/treeple/stats/permuteforest.html b/dev/_modules/treeple/stats/permuteforest.html
@@ -957,7 +957,7 @@ <h1>Source code for treeple.stats.permuteforest</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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diff --git a/dev/_modules/treeple/tree/_classes.html b/dev/_modules/treeple/tree/_classes.html
@@ -3737,7 +3737,7 @@ <h1>Source code for treeple.tree._classes</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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   </p>

diff --git a/dev/_modules/treeple/tree/_honest_tree.html b/dev/_modules/treeple/tree/_honest_tree.html
@@ -1311,7 +1311,7 @@ <h1>Source code for treeple.tree._honest_tree</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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   </p>

diff --git a/dev/_modules/treeple/tree/_multiview.html b/dev/_modules/treeple/tree/_multiview.html
@@ -1149,7 +1149,7 @@ <h1>Source code for treeple.tree._multiview</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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       <br/>
 
   </p>

diff --git a/dev/_modules/treeple/tree/_neighbors.html b/dev/_modules/treeple/tree/_neighbors.html
@@ -547,7 +547,7 @@ <h1>Source code for treeple.tree._neighbors</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
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diff --git a/dev/api.html b/dev/api.html
@@ -881,7 +881,7 @@ <h2>Experimental Functionality<a class="headerlink" href="#experimental-function
         <div class="footer-item">
   <p class="copyright">
 
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diff --git a/dev/auto_examples/calibration/index.html b/dev/auto_examples/calibration/index.html
@@ -562,7 +562,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
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diff --git a/dev/auto_examples/calibration/plot_overlapping_gaussians.html b/dev/auto_examples/calibration/plot_overlapping_gaussians.html
@@ -690,8 +690,8 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <span class="c1"># curve, compared to RF which is shown below.</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_overlapping_gaussians_001.png" srcset="../../_images/sphx_glr_plot_overlapping_gaussians_001.png" alt="plot overlapping gaussians" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 7.533 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  59 MB</p>
+<img src="../../_images/sphx_glr_plot_overlapping_gaussians_001.png" srcset="../../_images/sphx_glr_plot_overlapping_gaussians_001.png" alt="plot overlapping gaussians" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 7.220 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  58 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-calibration-plot-overlapping-gaussians-py">
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 <p><a class="reference download internal" download="" href="../../_downloads/790f5008869f2aeba5c7596d3d329bbd/plot_overlapping_gaussians.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_overlapping_gaussians.ipynb</span></code></a></p>
@@ -775,7 +775,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/calibration/sg_execution_times.html b/dev/auto_examples/calibration/sg_execution_times.html
@@ -433,7 +433,7 @@
 
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-calibration-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:07.533</strong> total execution time for 1 file <strong>from auto_examples/calibration</strong>:</p>
+<p><strong>00:07.220</strong> total execution time for 1 file <strong>from auto_examples/calibration</strong>:</p>
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 <style scoped>
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@@ -455,8 +455,8 @@
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 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_overlapping_gaussians.html#sphx-glr-auto-examples-calibration-plot-overlapping-gaussians-py"><span class="std std-ref">Plot honest forest calibrations on overlapping gaussian simulations</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_overlapping_gaussians.py</span></code>)</p></td>
-<td><p>00:07.533</p></td>
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+<td><p>57.8</p></td>
 </tr>
 </tbody>
 </table>
@@ -502,7 +502,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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       <br/>
 
   </p>

diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html
@@ -620,7 +620,7 @@ <h2>Treeple for Hypothesis Testing<a class="headerlink" href="#treeple-for-hypot
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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       <br/>
 
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diff --git a/dev/auto_examples/multiview/index.html b/dev/auto_examples/multiview/index.html
@@ -562,7 +562,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
       <br/>
 
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diff --git a/dev/auto_examples/multiview/plot_multiview_dtc.html b/dev/auto_examples/multiview/plot_multiview_dtc.html
@@ -679,7 +679,7 @@ <h2>Visualize scores and compare performance<a class="headerlink" href="#visuali
 as the number of features in the second view increases. This is because the multi-view
 random forest samples from each feature-set uniformly, while the regular random forest
 samples from all features uniformly. This is a key difference between the two forests.</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 38.007 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 35.651 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  738 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-multiview-plot-multiview-dtc-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
@@ -766,7 +766,7 @@ <h2>Visualize scores and compare performance<a class="headerlink" href="#visuali
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/multiview/sg_execution_times.html b/dev/auto_examples/multiview/sg_execution_times.html
@@ -433,7 +433,7 @@
 
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-multiview-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:38.007</strong> total execution time for 1 file <strong>from auto_examples/multiview</strong>:</p>
+<p><strong>00:35.651</strong> total execution time for 1 file <strong>from auto_examples/multiview</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -455,8 +455,8 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_multiview_dtc.html#sphx-glr-auto-examples-multiview-plot-multiview-dtc-py"><span class="std std-ref">Analyze a multi-view dataset with a multi-view random forest</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_multiview_dtc.py</span></code>)</p></td>
-<td><p>00:38.007</p></td>
-<td><p>738.4</p></td>
+<td><p>00:35.651</p></td>
+<td><p>738.3</p></td>
 </tr>
 </tbody>
 </table>
@@ -502,7 +502,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/outlier_detection/index.html b/dev/auto_examples/outlier_detection/index.html
@@ -562,7 +562,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/outlier_detection/plot_extended_isolation_forest.html b/dev/auto_examples/outlier_detection/plot_extended_isolation_forest.html
@@ -1540,8 +1540,8 @@ <h2>Visualize the prediction of each tree within the forest<a class="headerlink"
 </pre></div>
 </div>
 <ul class="sphx-glr-horizontal">
-<li><img src="../../_images/sphx_glr_plot_extended_isolation_forest_009.png" srcset="../../_images/sphx_glr_plot_extended_isolation_forest_009.png" alt="IsoForest Nominal: Mean=1.099, Var=0.01 Anomaly: Mean=0.79, Var=0.056" class = "sphx-glr-multi-img"/></li>
-<li><img src="../../_images/sphx_glr_plot_extended_isolation_forest_010.png" srcset="../../_images/sphx_glr_plot_extended_isolation_forest_010.png" alt="ExtendedIsoForest Nominal: Mean=1.079, Var=0.016 Anomaly: Mean=0.841, Var=0.046" class = "sphx-glr-multi-img"/></li>
+<li><img src="../../_images/sphx_glr_plot_extended_isolation_forest_009.png" srcset="../../_images/sphx_glr_plot_extended_isolation_forest_009.png" alt="IsoForest Nominal: Mean=1.094, Var=0.011 Anomaly: Mean=0.79, Var=0.057" class = "sphx-glr-multi-img"/></li>
+<li><img src="../../_images/sphx_glr_plot_extended_isolation_forest_010.png" srcset="../../_images/sphx_glr_plot_extended_isolation_forest_010.png" alt="ExtendedIsoForest Nominal: Mean=1.078, Var=0.015 Anomaly: Mean=0.848, Var=0.047" class = "sphx-glr-multi-img"/></li>
 </ul>
 </section>
 <section id="references">
@@ -1554,7 +1554,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 7.548 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 7.574 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  19 MB</p>
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@@ -1644,7 +1644,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
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-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/outlier_detection/sg_execution_times.html b/dev/auto_examples/outlier_detection/sg_execution_times.html
@@ -433,7 +433,7 @@
 
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-outlier-detection-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:07.548</strong> total execution time for 1 file <strong>from auto_examples/outlier_detection</strong>:</p>
+<p><strong>00:07.574</strong> total execution time for 1 file <strong>from auto_examples/outlier_detection</strong>:</p>
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@@ -455,7 +455,7 @@
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 <tr class="row-even"><td><p><a class="reference internal" href="plot_extended_isolation_forest.html#sphx-glr-auto-examples-outlier-detection-plot-extended-isolation-forest-py"><span class="std std-ref">ExtendedIsolationForest example</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_extended_isolation_forest.py</span></code>)</p></td>
-<td><p>00:07.548</p></td>
+<td><p>00:07.574</p></td>
 <td><p>18.6</p></td>
 </tr>
 </tbody>
@@ -502,7 +502,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/quantile_predictions/index.html b/dev/auto_examples/quantile_predictions/index.html
@@ -571,7 +571,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-18.
       <br/>
 
   </p>