diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index fb52248..c5b7015 100644
Binary files a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip and b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip differ
diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index 7072889..fad04bb 100644
Binary files a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ
diff --git a/_sources/auto_examples/plot_classifier.rst.txt b/_sources/auto_examples/plot_classifier.rst.txt
index 89856fe..10e6574 100644
--- a/_sources/auto_examples/plot_classifier.rst.txt
+++ b/_sources/auto_examples/plot_classifier.rst.txt
@@ -76,7 +76,7 @@ An example plot of :class:`skltemplate.template.TemplateClassifier`
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.080 seconds)
+   **Total running time of the script:** (0 minutes 0.081 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_classifier.py:
diff --git a/_sources/auto_examples/sg_execution_times.rst.txt b/_sources/auto_examples/sg_execution_times.rst.txt
index f450172..87487d2 100644
--- a/_sources/auto_examples/sg_execution_times.rst.txt
+++ b/_sources/auto_examples/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.213** total execution time for 3 files **from auto_examples**:
+**00:00.215** total execution time for 3 files **from auto_examples**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_plot_classifier.py` (``plot_classifier.py``)
-     - 00:00.080
+     - 00:00.081
      - 0.0
    * - :ref:`sphx_glr_auto_examples_plot_template.py` (``plot_template.py``)
      - 00:00.073
diff --git a/_sources/sg_execution_times.rst.txt b/_sources/sg_execution_times.rst.txt
index 35b1d64..7cbf99f 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.213** total execution time for 3 files **from all galleries**:
+**00:00.215** total execution time for 3 files **from all galleries**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_plot_classifier.py` (``../examples/plot_classifier.py``)
-     - 00:00.080
+     - 00:00.081
      - 0.0
    * - :ref:`sphx_glr_auto_examples_plot_template.py` (``../examples/plot_template.py``)
      - 00:00.073
diff --git a/auto_examples/plot_classifier.html b/auto_examples/plot_classifier.html
index 58c2c11..04fe6bd 100644
--- a/auto_examples/plot_classifier.html
+++ b/auto_examples/plot_classifier.html
@@ -442,7 +442,7 @@
 <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 0.080 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.081 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-classifier-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/fed3e85cac62fc93e088aa8cb008d467/plot_classifier.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_classifier.ipynb</span></code></a></p>
diff --git a/auto_examples/sg_execution_times.html b/auto_examples/sg_execution_times.html
index b92af4f..739b1c1 100644
--- a/auto_examples/sg_execution_times.html
+++ b/auto_examples/sg_execution_times.html
@@ -385,7 +385,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:00.213</strong> total execution time for 3 files <strong>from auto_examples</strong>:</p>
+<p><strong>00:00.215</strong> total execution time for 3 files <strong>from auto_examples</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" />
@@ -407,7 +407,7 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_classifier.html#sphx-glr-auto-examples-plot-classifier-py"><span class="std std-ref">Plotting Template Classifier</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_classifier.py</span></code>)</p></td>
-<td><p>00:00.080</p></td>
+<td><p>00:00.081</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_template.html#sphx-glr-auto-examples-plot-template-py"><span class="std std-ref">Plotting Template Estimator</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template.py</span></code>)</p></td>
diff --git a/searchindex.js b/searchindex.js
index 7cd8d9e..474490e 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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Setup the continuous integration": [[10, "setup-the-continuous-integration"]], "API Reference": [[0, "api-reference"]], "Classifier": [[12, "classifier"]], "Computation times": [[5, "computation-times"], [11, "computation-times"]], "Creating your own scikit-learn contribution package": [[10, "creating-your-own-scikit-learn-contribution-package"]], "Estimator": [[0, "estimator"], [12, "estimator"]], "Example Gallery": [[1, "example-gallery"]], "Examples using skltemplate.TemplateClassifier": [[6, "examples-using-skltemplate-templateclassifier"]], "Examples using skltemplate.TemplateEstimator": [[7, "examples-using-skltemplate-templateestimator"]], "Examples using skltemplate.TemplateTransformer": [[8, "examples-using-skltemplate-templatetransformer"]], "Getting started": [[10, "getting-started"]], "Plotting Template Classifier": [[2, "plotting-template-classifier"]], "Plotting Template Estimator": [[3, "plotting-template-estimator"]], "Plotting Template Transformer": [[4, 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\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index c5d0ab4..6b2d104 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -385,7 +385,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:00.213</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
+<p><strong>00:00.215</strong> total execution time for 3 files <strong>from all galleries</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" />
@@ -407,7 +407,7 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/plot_classifier.html#sphx-glr-auto-examples-plot-classifier-py"><span class="std std-ref">Plotting Template Classifier</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_classifier.py</span></code>)</p></td>
-<td><p>00:00.080</p></td>
+<td><p>00:00.081</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/plot_template.html#sphx-glr-auto-examples-plot-template-py"><span class="std std-ref">Plotting Template Estimator</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plot_template.py</span></code>)</p></td>