docs updates [skip ci] (44)

neurodata · Jul 15, 2024 · 023dc35 · 023dc35
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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: 9a4b54173c02119141b2a2150349a21b
+config: 6f8409b759352800113ce64fec86a9f7
 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/_images/sphx_glr_treeple_tutorial_1_1a_SA98_002.png b/dev/_images/sphx_glr_treeple_tutorial_1_1a_SA98_002.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_1_1a_SA98_003.png b/dev/_images/sphx_glr_treeple_tutorial_1_1a_SA98_003.png
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diff --git a/dev/_images/sphx_glr_treeple_tutorial_1_1b_MI_002.png b/dev/_images/sphx_glr_treeple_tutorial_1_1b_MI_002.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_1_1c_pAUC_002.png b/dev/_images/sphx_glr_treeple_tutorial_1_1c_pAUC_002.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_1_1c_pAUC_003.png b/dev/_images/sphx_glr_treeple_tutorial_1_1c_pAUC_003.png
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diff --git a/dev/_images/sphx_glr_treeple_tutorial_1_1d_HD_002.png b/dev/_images/sphx_glr_treeple_tutorial_1_1d_HD_002.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_1_2_pvalue_002.png b/dev/_images/sphx_glr_treeple_tutorial_1_2_pvalue_002.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_1_2_pvalue_thumb.png b/dev/_images/sphx_glr_treeple_tutorial_1_2_pvalue_thumb.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_2_1a_SA98_multiview_002.png b/dev/_images/sphx_glr_treeple_tutorial_2_1a_SA98_multiview_002.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_2_1a_SA98_multiview_003.png b/dev/_images/sphx_glr_treeple_tutorial_2_1a_SA98_multiview_003.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_2_1a_SA98_multiview_thumb.png b/dev/_images/sphx_glr_treeple_tutorial_2_1a_SA98_multiview_thumb.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_2_1b_CMI_002.png b/dev/_images/sphx_glr_treeple_tutorial_2_1b_CMI_002.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_2_1b_CMI_003.png b/dev/_images/sphx_glr_treeple_tutorial_2_1b_CMI_003.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_2_2_pvalue_multiview_003.png b/dev/_images/sphx_glr_treeple_tutorial_2_2_pvalue_multiview_003.png
diff --git a/dev/_images/sphx_glr_treeple_tutorial_2_2_pvalue_multiview_thumb.png b/dev/_images/sphx_glr_treeple_tutorial_2_2_pvalue_multiview_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>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

diff --git a/dev/_modules/treeple/ensemble/_honest_forest.html b/dev/_modules/treeple/ensemble/_honest_forest.html
@@ -697,7 +697,7 @@ <h1>Source code for treeple.ensemble._honest_forest</h1><div class="highlight"><
 <span class="sd">        - If int, then draw `max_samples` samples.</span>
 <span class="sd">        - If float, then draw `max_samples * X.shape[0]` samples.</span>
 
-<span class="sd">    honest_prior : {&quot;ignore&quot;, &quot;uniform&quot;, &quot;empirical&quot;}, default=&quot;empirical&quot;</span>
+<span class="sd">    honest_prior : {&quot;ignore&quot;, &quot;uniform&quot;, &quot;empirical&quot;}, default=&quot;ignore&quot;</span>
 <span class="sd">        Method for dealing with empty leaves during evaluation of a test</span>
 <span class="sd">        sample. If &quot;ignore&quot;, the tree is ignored. If &quot;uniform&quot;, the prior tree</span>
 <span class="sd">        posterior is 1/(number of classes). If &quot;empirical&quot;, the prior tree</span>
@@ -882,7 +882,7 @@ <h1>Source code for treeple.ensemble._honest_forest</h1><div class="highlight"><
         <span class="n">class_weight</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
         <span class="n">ccp_alpha</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span>
         <span class="n">max_samples</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-        <span class="n">honest_prior</span><span class="o">=</span><span class="s2">&quot;empirical&quot;</span><span class="p">,</span>
+        <span class="n">honest_prior</span><span class="o">=</span><span class="s2">&quot;ignore&quot;</span><span class="p">,</span>
         <span class="n">honest_fraction</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span>
         <span class="n">tree_estimator</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
         <span class="n">stratify</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
@@ -1092,7 +1092,7 @@ <h1>Source code for treeple.ensemble._honest_forest</h1><div class="highlight"><
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_predict_proba</span><span class="p">(</span><span class="n">X</span><span class="p">)</span></div>
 
 
-    <span class="k">def</span> <span class="nf">_predict_proba</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">indices</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">impute_missing</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">_predict_proba</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">indices</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">impute_missing</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;predict_proba helper class&quot;&quot;&quot;</span>
         <span class="n">check_is_fitted</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
         <span class="n">X</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validate_X_predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
@@ -1116,10 +1116,7 @@ <h1>Source code for treeple.ensemble._honest_forest</h1><div class="highlight"><
         <span class="n">zero_mask</span> <span class="o">=</span> <span class="n">posteriors</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
         <span class="n">posteriors</span><span class="p">[</span><span class="o">~</span><span class="n">zero_mask</span><span class="p">]</span> <span class="o">/=</span> <span class="n">posteriors</span><span class="p">[</span><span class="o">~</span><span class="n">zero_mask</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 
-        <span class="k">if</span> <span class="n">impute_missing</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">pass</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">posteriors</span><span class="p">[</span><span class="n">zero_mask</span><span class="p">]</span> <span class="o">=</span> <span class="n">impute_missing</span>
+        <span class="n">posteriors</span><span class="p">[</span><span class="n">zero_mask</span><span class="p">]</span> <span class="o">=</span> <span class="n">impute_missing</span>
 
         <span class="c1"># preserve shape of multi-outputs</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_outputs_</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
@@ -1277,10 +1274,10 @@ <h1>Source code for treeple.ensemble._honest_forest</h1><div class="highlight"><
 
     <span class="k">with</span> <span class="n">lock</span><span class="p">:</span>
         <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">out</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">indices</span><span class="p">]</span> <span class="o">+=</span> <span class="n">proba</span>
+            <span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">indices</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nansum</span><span class="p">([</span><span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">indices</span><span class="p">],</span> <span class="n">proba</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">out</span><span class="p">)):</span>
-                <span class="n">out</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">indices</span><span class="p">]</span> <span class="o">+=</span> <span class="n">proba</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+                <span class="n">out</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">indices</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nansum</span><span class="p">([</span><span class="n">out</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">indices</span><span class="p">],</span> <span class="n">proba</span><span class="p">[</span><span class="n">i</span><span class="p">]],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 </pre></div>
 
                 </article>
@@ -1321,7 +1318,7 @@ <h1>Source code for treeple.ensemble._honest_forest</h1><div class="highlight"><
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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">
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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">
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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>
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </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 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </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 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </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>
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   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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   </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 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
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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">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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   </p>

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 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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 6.897 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  56 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 7.533 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  59 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 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
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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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   <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>00:06.897</strong> total execution time for 1 file <strong>from auto_examples/calibration</strong>:</p>
+<p><strong>00:07.533</strong> total execution time for 1 file <strong>from auto_examples/calibration</strong>:</p>
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 </thead>
 <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>00:06.897</p></td>
-<td><p>56.1</p></td>
+<td><p>00:07.533</p></td>
+<td><p>58.6</p></td>
 </tr>
 </tbody>
 </table>
@@ -502,7 +502,7 @@
         <div class="footer-item">
   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
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       <br/>
 
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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
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   <p class="copyright">
 
-      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>

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 2024-07-11.
+      © Copyright 2022-2024, treeple Developers. Last updated on 2024-07-15.
       <br/>
 
   </p>