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neurodata · Oct 11, 2023 · 1e55b87 · 1e55b87
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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: f5142c8f45335a4b1ea842ad3915ea36
+config: 10a269ad9fc0b46596793a05ea331049
 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_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/_modules/index.html b/dev/_modules/index.html
@@ -485,7 +485,7 @@ <h1>All modules for which code is available</h1>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/_lib/sklearn/ensemble/_forest.html b/dev/_modules/sktree/_lib/sklearn/ensemble/_forest.html
@@ -4065,7 +4065,7 @@ <h1>Source code for sktree._lib.sklearn.ensemble._forest</h1><div class="highlig
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/_lib/sklearn/tree/_classes.html b/dev/_modules/sktree/_lib/sklearn/tree/_classes.html
@@ -2881,7 +2881,7 @@ <h1>Source code for sktree._lib.sklearn.tree._classes</h1><div class="highlight"
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/ensemble/_eiforest.html b/dev/_modules/sktree/ensemble/_eiforest.html
@@ -682,7 +682,7 @@ <h1>Source code for sktree.ensemble._eiforest</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/ensemble/_honest_forest.html b/dev/_modules/sktree/ensemble/_honest_forest.html
@@ -1097,7 +1097,7 @@ <h1>Source code for sktree.ensemble._honest_forest</h1><div class="highlight"><p
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/ensemble/_supervised_forest.html b/dev/_modules/sktree/ensemble/_supervised_forest.html
@@ -2434,7 +2434,7 @@ <h1>Source code for sktree.ensemble._supervised_forest</h1><div class="highlight
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/ensemble/_unsupervised_forest.html b/dev/_modules/sktree/ensemble/_unsupervised_forest.html
@@ -1319,7 +1319,7 @@ <h1>Source code for sktree.ensemble._unsupervised_forest</h1><div class="highlig
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/experimental/mutual_info.html b/dev/_modules/sktree/experimental/mutual_info.html
@@ -933,7 +933,7 @@ <h1>Source code for sktree.experimental.mutual_info</h1><div class="highlight"><
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/experimental/simulate.html b/dev/_modules/sktree/experimental/simulate.html
@@ -706,7 +706,7 @@ <h1>Source code for sktree.experimental.simulate</h1><div class="highlight"><pre
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/neighbors.html b/dev/_modules/sktree/neighbors.html
@@ -693,7 +693,7 @@ <h1>Source code for sktree.neighbors</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/stats/forestht.html b/dev/_modules/sktree/stats/forestht.html
@@ -865,7 +865,8 @@ <h1>Source code for sktree.stats.forestht</h1><div class="highlight"><pre>
 <span class="sd">        y : ArrayLike of shape (n_samples, n_outputs)</span>
 <span class="sd">            The target matrix.</span>
 <span class="sd">        covariate_index : ArrayLike, optional of shape (n_covariates,)</span>
-<span class="sd">            The index array of covariates to shuffle, by default None.</span>
+<span class="sd">            The index array of covariates to shuffle, will shuffle all columns by</span>
+<span class="sd">            default (corresponding to None).</span>
 <span class="sd">        metric : str, optional</span>
 <span class="sd">            The metric to compute, by default &quot;mse&quot;.</span>
 <span class="sd">        n_repeats : int, optional</span>
@@ -901,6 +902,9 @@ <h1>Source code for sktree.stats.forestht</h1><div class="highlight"><pre>
             <span class="n">observe_stat</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">observe_stat_</span>
 
         <span class="c1"># next permute the data</span>
+        <span class="k">if</span> <span class="n">covariate_index</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">covariate_index</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
+
         <span class="n">permute_stat</span><span class="p">,</span> <span class="n">permute_posteriors</span><span class="p">,</span> <span class="n">permute_samples</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">statistic</span><span class="p">(</span>
             <span class="n">X</span><span class="p">,</span>
             <span class="n">y</span><span class="p">,</span>
@@ -1503,7 +1507,7 @@ <h1>Source code for sktree.stats.forestht</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/stats/permutationforest.html b/dev/_modules/sktree/stats/permutationforest.html
@@ -917,7 +917,7 @@ <h1>Source code for sktree.stats.permutationforest</h1><div class="highlight"><p
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/tree/_classes.html b/dev/_modules/sktree/tree/_classes.html
@@ -3616,7 +3616,7 @@ <h1>Source code for sktree.tree._classes</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/tree/_honest_tree.html b/dev/_modules/sktree/tree/_honest_tree.html
@@ -1257,7 +1257,7 @@ <h1>Source code for sktree.tree._honest_tree</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/_modules/sktree/tree/_neighbors.html b/dev/_modules/sktree/tree/_neighbors.html
@@ -543,7 +543,7 @@ <h1>Source code for sktree.tree._neighbors</h1><div class="highlight"><pre>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/api.html b/dev/api.html
@@ -821,7 +821,7 @@ <h2>Experimental Functionality<a class="headerlink" href="#experimental-function
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html
@@ -519,7 +519,7 @@ <h1>Examples<a class="headerlink" href="#examples" title="Link to this heading">
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/plot_MI_gigantic_hypothesis_testing_forest.html b/dev/auto_examples/plot_MI_gigantic_hypothesis_testing_forest.html
@@ -613,8 +613,8 @@ <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 26.489 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  514 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 24.983 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  723 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-mi-gigantic-hypothesis-testing-forest-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/00cfceae2563f06768ed2afc5560087c/plot_MI_gigantic_hypothesis_testing_forest.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_MI_gigantic_hypothesis_testing_forest.py</span></code></a></p>
@@ -700,7 +700,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/plot_extended_isolation_forest.html b/dev/auto_examples/plot_extended_isolation_forest.html
@@ -705,7 +705,7 @@ <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 12.102 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 9.880 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  10 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-extended-isolation-forest-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
@@ -795,7 +795,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/plot_extra_oblique_random_forest.html b/dev/auto_examples/plot_extra_oblique_random_forest.html
@@ -562,16 +562,16 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 n_repeats        1
                                     time_taken
 dataset          dimension   model
-PhishingWebsites (2000, 30)  EORF     0.948630
-                             ORF      0.973339
-cnae-9           (864, 856)  EORF     1.625716
-                             ORF      1.880641
-har              (2000, 561) EORF     1.558208
-                             ORF      2.978476
-lsvt             (100, 310)  EORF     0.872325
-                             ORF      0.939973
-wdbc             (455, 30)   EORF     0.701185
-                             ORF      0.827429
+PhishingWebsites (2000, 30)  EORF     0.905290
+                             ORF      0.905242
+cnae-9           (864, 856)  EORF     1.628485
+                             ORF      1.831246
+har              (2000, 561) EORF     1.441133
+                             ORF      2.861679
+lsvt             (100, 310)  EORF     0.829824
+                             ORF      0.898730
+wdbc             (455, 30)   EORF     0.680727
+                             ORF      0.778347
 </pre></div>
 </div>
 <div class="line-block">
@@ -703,8 +703,8 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <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>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 30.023 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  167 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 37.482 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  98 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-extra-oblique-random-forest-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/fe83a26431a514151ddfc59a4b25896a/plot_extra_oblique_random_forest.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_extra_oblique_random_forest.py</span></code></a></p>
@@ -789,7 +789,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/plot_extra_orf_sample_size.html b/dev/auto_examples/plot_extra_orf_sample_size.html
@@ -626,7 +626,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <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>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (2 minutes 8.070 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (2 minutes 5.191 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  9 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-extra-orf-sample-size-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
@@ -703,7 +703,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/plot_iris_dtc.html b/dev/auto_examples/plot_iris_dtc.html
@@ -591,7 +591,7 @@
 <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 5.204 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.388 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  9 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-iris-dtc-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
@@ -661,7 +661,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/plot_might_auc.html b/dev/auto_examples/plot_might_auc.html
@@ -595,8 +595,8 @@ <h2>All posteriors are saved within the model<a class="headerlink" href="#all-po
 Observed Samples: <code class="docutils literal notranslate"><span class="pre">est.observe_samples_</span></code>
 Tree Posteriors for the positive class: <code class="docutils literal notranslate"><span class="pre">est.observe_posteriors_</span></code> (n_trees, n_samples_test, 1)
 True Labels: <code class="docutils literal notranslate"><span class="pre">est.y_true_final_</span></code></p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 6.110 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  285 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 5.191 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  235 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-might-auc-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/71f52ddc897be17d747e41dffb3b0762/plot_might_auc.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_might_auc.py</span></code></a></p>
@@ -683,7 +683,7 @@ <h2>All posteriors are saved within the model<a class="headerlink" href="#all-po
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>

diff --git a/dev/auto_examples/plot_oblique_axis_aligned_forests_sparse_parity.html b/dev/auto_examples/plot_oblique_axis_aligned_forests_sparse_parity.html
@@ -563,7 +563,7 @@
 <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>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 9.025 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 8.160 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  10 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-oblique-axis-aligned-forests-sparse-parity-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
@@ -633,7 +633,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-09.
+      © Copyright 2022-2023, scikit-tree Developers. Last updated on 2023-10-11.
       <br/>
 
   </p>