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diff --git a/dev/_downloads/01db3aaf18d9ba343b8f3f07eb99c546/plot_sparse_projection_matrix.zip b/dev/_downloads/01db3aaf18d9ba343b8f3f07eb99c546/plot_sparse_projection_matrix.zip
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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
diff --git a/dev/_downloads/b4020b1683b45cbf7b1ae3624234b804/plot_quantile_toy_example_with_RF.zip b/dev/_downloads/b4020b1683b45cbf7b1ae3624234b804/plot_quantile_toy_example_with_RF.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
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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
diff --git a/dev/_downloads/f9383e5e4811711772fb1996735e0729/treeple_tutorial_1_1a_SA98.zip b/dev/_downloads/f9383e5e4811711772fb1996735e0729/treeple_tutorial_1_1a_SA98.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
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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/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>
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diff --git a/dev/auto_examples/calibration/sg_execution_times.html b/dev/auto_examples/calibration/sg_execution_times.html
@@ -433,7 +433,7 @@
 
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diff --git a/dev/auto_examples/multiview/plot_multiview_dtc.html b/dev/auto_examples/multiview/plot_multiview_dtc.html
@@ -679,8 +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
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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">
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-<td><p>00:36.172</p></td>
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diff --git a/dev/auto_examples/outlier_detection/plot_extended_isolation_forest.html b/dev/auto_examples/outlier_detection/plot_extended_isolation_forest.html
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+<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=0.012 Anomaly: Mean=0.779, Var=0.052" 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=1.066, Var=0.019 Anomaly: Mean=0.841, Var=0.056" class = "sphx-glr-multi-img"/></li>
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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">
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-<p><strong>00:07.765</strong> total execution time for 1 file <strong>from auto_examples/outlier_detection</strong>:</p>
+<p><strong>00:07.349</strong> total execution time for 1 file <strong>from auto_examples/outlier_detection</strong>:</p>
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diff --git a/dev/auto_examples/quantile_predictions/plot_quantile_interpolation_with_RF.html b/dev/auto_examples/quantile_predictions/plot_quantile_interpolation_with_RF.html
@@ -615,7 +615,7 @@ <h2>The interpolation methods<a class="headerlink" href="#the-interpolation-meth
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-<img src="../../_images/sphx_glr_plot_quantile_interpolation_with_RF_001.png" srcset="../../_images/sphx_glr_plot_quantile_interpolation_with_RF_001.png" alt="plot quantile interpolation with RF" class = "sphx-glr-single-img"/><p><strong>Estimated memory usage:</strong>  198 MB</p>
+<img src="../../_images/sphx_glr_plot_quantile_interpolation_with_RF_001.png" srcset="../../_images/sphx_glr_plot_quantile_interpolation_with_RF_001.png" alt="plot quantile interpolation with RF" class = "sphx-glr-single-img"/><p><strong>Estimated memory usage:</strong>  197 MB</p>
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diff --git a/dev/auto_examples/quantile_predictions/plot_quantile_regression_intervals_with_RF.html b/dev/auto_examples/quantile_predictions/plot_quantile_regression_intervals_with_RF.html
@@ -694,8 +694,8 @@ <h2>Plot the results<a class="headerlink" href="#plot-the-results" title="Link t
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-<img src="../../_images/sphx_glr_plot_quantile_regression_intervals_with_RF_001.png" srcset="../../_images/sphx_glr_plot_quantile_regression_intervals_with_RF_001.png" alt="plot quantile regression intervals with RF" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.298 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  198 MB</p>
+<img src="../../_images/sphx_glr_plot_quantile_regression_intervals_with_RF_001.png" srcset="../../_images/sphx_glr_plot_quantile_regression_intervals_with_RF_001.png" alt="plot quantile regression intervals with RF" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.558 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  197 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-quantile-predictions-plot-quantile-regression-intervals-with-rf-py">
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 <p><a class="reference download internal" download="" href="../../_downloads/df5ce678b7facfc8634d69152d297979/plot_quantile_regression_intervals_with_RF.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_quantile_regression_intervals_with_RF.ipynb</span></code></a></p>

diff --git a/dev/auto_examples/quantile_predictions/plot_quantile_toy_example_with_RF.html b/dev/auto_examples/quantile_predictions/plot_quantile_toy_example_with_RF.html
@@ -605,8 +605,8 @@ <h2>Plot the results<a class="headerlink" href="#plot-the-results" title="Link t
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_quantile_toy_example_with_RF_001.png" srcset="../../_images/sphx_glr_plot_quantile_toy_example_with_RF_001.png" alt="plot quantile toy example with RF" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.962 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  301 MB</p>
+<img src="../../_images/sphx_glr_plot_quantile_toy_example_with_RF_001.png" srcset="../../_images/sphx_glr_plot_quantile_toy_example_with_RF_001.png" alt="plot quantile toy example with RF" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.044 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  299 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-quantile-predictions-plot-quantile-toy-example-with-rf-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/04ec4681296d6b5e485ace6864fed6d5/plot_quantile_toy_example_with_RF.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_quantile_toy_example_with_RF.ipynb</span></code></a></p>

diff --git a/dev/auto_examples/quantile_predictions/plot_quantile_vs_standard_oblique_forest.html b/dev/auto_examples/quantile_predictions/plot_quantile_vs_standard_oblique_forest.html
@@ -596,8 +596,8 @@ <h2>Plot the results<a class="headerlink" href="#plot-the-results" title="Link t
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_plot_quantile_vs_standard_oblique_forest_001.png" srcset="../../_images/sphx_glr_plot_quantile_vs_standard_oblique_forest_001.png" alt="plot quantile vs standard oblique forest" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.225 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  198 MB</p>
+<img src="../../_images/sphx_glr_plot_quantile_vs_standard_oblique_forest_001.png" srcset="../../_images/sphx_glr_plot_quantile_vs_standard_oblique_forest_001.png" alt="plot quantile vs standard oblique forest" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.213 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  197 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-quantile-predictions-plot-quantile-vs-standard-oblique-forest-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/1bbf8dd9c72a23d179c76280f952170a/plot_quantile_vs_standard_oblique_forest.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_quantile_vs_standard_oblique_forest.ipynb</span></code></a></p>

diff --git a/dev/auto_examples/quantile_predictions/sg_execution_times.html b/dev/auto_examples/quantile_predictions/sg_execution_times.html
@@ -433,7 +433,7 @@
 
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-quantile-predictions-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:09.281</strong> total execution time for 4 files <strong>from auto_examples/quantile_predictions</strong>:</p>
+<p><strong>00:09.605</strong> total execution time for 4 files <strong>from auto_examples/quantile_predictions</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" />
@@ -455,20 +455,20 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_quantile_regression_intervals_with_RF.html#sphx-glr-auto-examples-quantile-predictions-plot-quantile-regression-intervals-with-rf-py"><span class="std std-ref">Quantile prediction intervals with Random Forest Regressor</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_quantile_regression_intervals_with_RF.py</span></code>)</p></td>
-<td><p>00:04.298</p></td>
-<td><p>197.5</p></td>
+<td><p>00:04.558</p></td>
+<td><p>197.4</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_quantile_toy_example_with_RF.html#sphx-glr-auto-examples-quantile-predictions-plot-quantile-toy-example-with-rf-py"><span class="std std-ref">Quantile prediction with Random Forest Regressor class</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_quantile_toy_example_with_RF.py</span></code>)</p></td>
-<td><p>00:02.962</p></td>
-<td><p>300.8</p></td>
+<td><p>00:03.044</p></td>
+<td><p>298.9</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_quantile_vs_standard_oblique_forest.html#sphx-glr-auto-examples-quantile-predictions-plot-quantile-vs-standard-oblique-forest-py"><span class="std std-ref">Quantile regression with oblique regression forest</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_quantile_vs_standard_oblique_forest.py</span></code>)</p></td>
-<td><p>00:01.225</p></td>
-<td><p>197.5</p></td>
+<td><p>00:01.213</p></td>
+<td><p>197.4</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_quantile_interpolation_with_RF.html#sphx-glr-auto-examples-quantile-predictions-plot-quantile-interpolation-with-rf-py"><span class="std std-ref">Predicting with different quantile interpolation methods</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_quantile_interpolation_with_RF.py</span></code>)</p></td>
-<td><p>00:00.795</p></td>
-<td><p>197.5</p></td>
+<td><p>00:00.791</p></td>
+<td><p>197.4</p></td>
 </tr>
 </tbody>
 </table>

diff --git a/dev/auto_examples/sklearn_vs_treeple/plot_iris_dtc.html b/dev/auto_examples/sklearn_vs_treeple/plot_iris_dtc.html
@@ -627,8 +627,8 @@
 <li><img src="../../_images/sphx_glr_plot_iris_dtc_003.png" srcset="../../_images/sphx_glr_plot_iris_dtc_003.png" alt="Axis-aligned decision tree trained on all the iris features" class = "sphx-glr-multi-img"/></li>
 <li><img src="../../_images/sphx_glr_plot_iris_dtc_004.png" srcset="../../_images/sphx_glr_plot_iris_dtc_004.png" alt="Oblique decision tree trained on all the iris features" class = "sphx-glr-multi-img"/></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.635 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  198 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.616 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  197 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-sklearn-vs-treeple-plot-iris-dtc-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/cb11eb9da3578768467692abefadef72/plot_iris_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_iris_dtc.ipynb</span></code></a></p>