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diff --git a/dev/.buildinfo b/dev/.buildinfo
@@ -1,4 +1,4 @@
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diff --git a/dev/_downloads/9c7389c62ee13eac7d0be4f437a62722/plot_extra_orf_sample_size.zip b/dev/_downloads/9c7389c62ee13eac7d0be4f437a62722/plot_extra_orf_sample_size.zip
diff --git a/dev/_downloads/b01556ebe3a6cbe751683b3f2e7e108d/plot_extra_oblique_random_forest.zip b/dev/_downloads/b01556ebe3a6cbe751683b3f2e7e108d/plot_extra_oblique_random_forest.zip
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diff --git a/dev/_downloads/cc7ecce203bf949be84138ac357fa9d6/plot_multiview_axis_aligned_splitter.zip b/dev/_downloads/cc7ecce203bf949be84138ac357fa9d6/plot_multiview_axis_aligned_splitter.zip
diff --git a/dev/_downloads/d11106b2edac249296c46309d92de87f/plot_quantile_interpolation_with_RF.zip b/dev/_downloads/d11106b2edac249296c46309d92de87f/plot_quantile_interpolation_with_RF.zip
diff --git a/...downloads/e363bcd1280de3509f9433ea18a26eba/plot_quantile_regression_intervals_with_RF.zip b/...downloads/e363bcd1280de3509f9433ea18a26eba/plot_quantile_regression_intervals_with_RF.zip
diff --git a/...oads/e3a152559991e2a55b41abd0e27c7bec/plot_oblique_axis_aligned_forests_sparse_parity.zip b/...oads/e3a152559991e2a55b41abd0e27c7bec/plot_oblique_axis_aligned_forests_sparse_parity.zip
diff --git a/dev/_downloads/e7ee566e30d026c8536e260e733b241c/treeple_tutorial_1_2_pvalue.zip b/dev/_downloads/e7ee566e30d026c8536e260e733b241c/treeple_tutorial_1_2_pvalue.zip
diff --git a/dev/_downloads/e86485aec6c0c7dab4565161efcc6bc8/plot_oblique_forests_iris.zip b/dev/_downloads/e86485aec6c0c7dab4565161efcc6bc8/plot_oblique_forests_iris.zip
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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_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
@@ -2947,7 +2947,7 @@ <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
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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
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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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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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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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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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diff --git a/dev/_modules/treeple/stats/forestht.html b/dev/_modules/treeple/stats/forestht.html
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diff --git a/dev/_modules/treeple/stats/permuteforest.html b/dev/_modules/treeple/stats/permuteforest.html
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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>
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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>
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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>
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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>
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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
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diff --git a/dev/auto_examples/calibration/index.html b/dev/auto_examples/calibration/index.html
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diff --git a/dev/auto_examples/calibration/plot_overlapping_gaussians.html b/dev/auto_examples/calibration/plot_overlapping_gaussians.html
@@ -690,7 +690,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <span class="c1"># curve, compared to RF which is shown below.</span>
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-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-23.
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diff --git a/dev/auto_examples/calibration/sg_execution_times.html b/dev/auto_examples/calibration/sg_execution_times.html
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 <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>
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diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html
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   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-23.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-26.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/multiview/plot_multiview_dtc.html b/dev/auto_examples/multiview/plot_multiview_dtc.html
@@ -679,8 +679,8 @@ <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>
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-<p><strong>Estimated memory usage:</strong>  902 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 33.638 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  926 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">
 <p><a class="reference download internal" download="" href="../../_downloads/a48189389fb2a3065aa5f8a8eb0b2736/plot_multiview_dtc.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_multiview_dtc.ipynb</span></code></a></p>
@@ -769,7 +769,7 @@ <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 2024-07-23.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-26.
       <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>00:39.864</strong> total execution time for 1 file <strong>from auto_examples/multiview</strong>:</p>
+<p><strong>00:33.638</strong> total execution time for 1 file <strong>from auto_examples/multiview</strong>:</p>
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@@ -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>00:39.864</p></td>
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+<td><p>926.2</p></td>
 </tr>
 </tbody>
 </table>
@@ -502,7 +502,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-23.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-26.
       <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 2024-07-23.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-26.
       <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=1.113, Var=0.007 Anomaly: Mean=0.77, Var=0.053" 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=1.077, Var=0.016 Anomaly: Mean=0.858, Var=0.05" 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=1.119, Var=0.006 Anomaly: Mean=0.764, 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=1.052, Var=0.023 Anomaly: Mean=0.846, Var=0.051" 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 8.348 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 7.219 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  207 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-outlier-detection-plot-extended-isolation-forest-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
@@ -1647,7 +1647,7 @@ <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 2024-07-23.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-26.
       <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>00:08.348</strong> total execution time for 1 file <strong>from auto_examples/outlier_detection</strong>:</p>
+<p><strong>00:07.219</strong> total execution time for 1 file <strong>from auto_examples/outlier_detection</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_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>00:08.348</p></td>
-<td><p>206.7</p></td>
+<td><p>00:07.219</p></td>
+<td><p>206.8</p></td>
 </tr>
 </tbody>
 </table>
@@ -502,7 +502,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-23.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-26.
       <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 2024-07-23.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-26.
       <br/>
 
   </p>