deploy: a61a293

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@@ -1,4 +1,4 @@
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backmatter/bibliography.html

@@ -555,7 +555,7 @@ <h1>Bibliography<a class="headerlink" href="#bibliography" title="Permalink to t
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

backmatter/cite.html

@@ -475,7 +475,7 @@ <h1>Cite this Work<a class="headerlink" href="#cite-this-work" title="Permalink
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

frontmatter/conda-m1.html

@@ -491,7 +491,7 @@ <h1>Conda on Apple M1 Chip<a class="headerlink" href="#conda-on-apple-m1-chip" t
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

frontmatter/conda.html

@@ -489,7 +489,7 @@ <h1>Using Conda<a class="headerlink" href="#using-conda" title="Permalink to thi
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

frontmatter/data.html

@@ -483,7 +483,7 @@ <h1>Data<a class="headerlink" href="#data" title="Permalink to this heading">#</
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

frontmatter/installation.html

@@ -519,7 +519,7 @@ <h2>Using PIP<a class="headerlink" href="#using-pip" title="Permalink to this he
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

genindex.html

@@ -391,7 +391,7 @@ <h1 id="index">Index</h1>
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

index.html

@@ -561,7 +561,7 @@ <h1>Increase citations, ease review &amp; foster collaboration<a class="headerli
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

legal/privacy-policy.html

@@ -533,7 +533,7 @@ <h2>Consent<a class="headerlink" href="#consent" title="Permalink to this headin
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

legal/terms-conditions.html

@@ -586,7 +586,7 @@ <h2>Disclaimer<a class="headerlink" href="#disclaimer" title="Permalink to this
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

motivation/collaboration.html

@@ -603,7 +603,7 @@ <h2>Ablation Studies<a class="headerlink" href="#ablation-studies" title="Permal
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

motivation/increase-citations.html

@@ -542,7 +542,7 @@ <h2>Testing<a class="headerlink" href="#testing" title="Permalink to this headin
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

motivation/review.html

@@ -537,7 +537,7 @@ <h2>Interpretability<a class="headerlink" href="#interpretability" title="Permal
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
       <br/>
 
   </p>

motivation/why.html

@@ -487,7 +487,7 @@ <h1>Why make it reproducible?<a class="headerlink" href="#why-make-it-reproducib
 
   <p class="copyright">
 
-      © Copyright 2022 – 2023.
+      © Copyright 2022 – 2024.
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   </p>

notebooks/0-basic-data-prep-and-model.html

@@ -984,38 +984,38 @@ <h2>Machine Learning<a class="headerlink" href="#machine-learning" title="Permal
   </thead>
   <tbody>
     <tr>
-      <th>59</th>
-      <td>37.6</td>
-      <td>19.1</td>
-      <td>194.0</td>
-      <td>MALE</td>
+      <th>337</th>
+      <td>46.8</td>
+      <td>16.5</td>
+      <td>189.0</td>
+      <td>FEMALE</td>
     </tr>
     <tr>
-      <th>243</th>
-      <td>52.2</td>
-      <td>17.1</td>
-      <td>228.0</td>
-      <td>MALE</td>
+      <th>200</th>
+      <td>44.9</td>
+      <td>13.3</td>
+      <td>213.0</td>
+      <td>FEMALE</td>
     </tr>
     <tr>
-      <th>191</th>
-      <td>48.7</td>
-      <td>15.7</td>
-      <td>208.0</td>
-      <td>MALE</td>
+      <th>302</th>
+      <td>50.5</td>
+      <td>18.4</td>
+      <td>200.0</td>
+      <td>FEMALE</td>
     </tr>
     <tr>
-      <th>164</th>
-      <td>45.5</td>
-      <td>13.7</td>
-      <td>214.0</td>
-      <td>FEMALE</td>
+      <th>86</th>
+      <td>36.3</td>
+      <td>19.5</td>
+      <td>190.0</td>
+      <td>MALE</td>
     </tr>
     <tr>
-      <th>280</th>
-      <td>52.7</td>
-      <td>19.8</td>
-      <td>197.0</td>
+      <th>299</th>
+      <td>50.6</td>
+      <td>19.4</td>
+      <td>193.0</td>
       <td>MALE</td>
     </tr>
     <tr>
@@ -1026,38 +1026,38 @@ <h2>Machine Learning<a class="headerlink" href="#machine-learning" title="Permal
       <td>...</td>
     </tr>
     <tr>
-      <th>144</th>
-      <td>37.3</td>
-      <td>16.8</td>
-      <td>192.0</td>
+      <th>279</th>
+      <td>45.4</td>
+      <td>18.7</td>
+      <td>188.0</td>
       <td>FEMALE</td>
     </tr>
     <tr>
-      <th>223</th>
-      <td>46.4</td>
-      <td>15.6</td>
-      <td>221.0</td>
+      <th>239</th>
+      <td>51.3</td>
+      <td>14.2</td>
+      <td>218.0</td>
       <td>MALE</td>
     </tr>
     <tr>
-      <th>68</th>
-      <td>35.9</td>
-      <td>16.6</td>
-      <td>190.0</td>
-      <td>FEMALE</td>
+      <th>313</th>
+      <td>52.0</td>
+      <td>20.7</td>
+      <td>210.0</td>
+      <td>MALE</td>
     </tr>
     <tr>
-      <th>334</th>
-      <td>50.2</td>
-      <td>18.8</td>
-      <td>202.0</td>
+      <th>7</th>
+      <td>39.2</td>
+      <td>19.6</td>
+      <td>195.0</td>
       <td>MALE</td>
     </tr>
     <tr>
-      <th>135</th>
-      <td>41.1</td>
-      <td>17.5</td>
-      <td>190.0</td>
+      <th>181</th>
+      <td>50.0</td>
+      <td>15.3</td>
+      <td>220.0</td>
       <td>MALE</td>
     </tr>
   </tbody>
@@ -1095,49 +1095,49 @@ <h2>Machine Learning<a class="headerlink" href="#machine-learning" title="Permal
   </thead>
   <tbody>
     <tr>
-      <th>59</th>
-      <td>Adelie Penguin (Pygoscelis adeliae)</td>
+      <th>337</th>
+      <td>Chinstrap penguin (Pygoscelis antarctica)</td>
     </tr>
     <tr>
-      <th>243</th>
+      <th>200</th>
       <td>Gentoo penguin (Pygoscelis papua)</td>
     </tr>
     <tr>
-      <th>191</th>
-      <td>Gentoo penguin (Pygoscelis papua)</td>
+      <th>302</th>
+      <td>Chinstrap penguin (Pygoscelis antarctica)</td>
     </tr>
     <tr>
-      <th>164</th>
-      <td>Gentoo penguin (Pygoscelis papua)</td>
+      <th>86</th>
+      <td>Adelie Penguin (Pygoscelis adeliae)</td>
     </tr>
     <tr>
-      <th>280</th>
+      <th>299</th>
       <td>Chinstrap penguin (Pygoscelis antarctica)</td>
     </tr>
     <tr>
       <th>...</th>
       <td>...</td>
     </tr>
     <tr>
-      <th>144</th>
-      <td>Adelie Penguin (Pygoscelis adeliae)</td>
+      <th>279</th>
+      <td>Chinstrap penguin (Pygoscelis antarctica)</td>
     </tr>
     <tr>
-      <th>223</th>
+      <th>239</th>
       <td>Gentoo penguin (Pygoscelis papua)</td>
     </tr>
     <tr>
-      <th>68</th>
-      <td>Adelie Penguin (Pygoscelis adeliae)</td>
-    </tr>
-    <tr>
-      <th>334</th>
+      <th>313</th>
       <td>Chinstrap penguin (Pygoscelis antarctica)</td>
     </tr>
     <tr>
-      <th>135</th>
+      <th>7</th>
       <td>Adelie Penguin (Pygoscelis adeliae)</td>
     </tr>
+    <tr>
+      <th>181</th>
+      <td>Gentoo penguin (Pygoscelis papua)</td>
+    </tr>
   </tbody>
 </table>
 <p>233 rows × 1 columns</p>
@@ -1264,7 +1264,7 @@ <h3>Model Training<a class="headerlink" href="#model-training" title="Permalink
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9871244635193133
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 </div>
 </div>
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9900990099009901
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 </pre></div>
 </div>
 </div>
@@ -1383,7 +1383,7 @@ <h3>Model Training<a class="headerlink" href="#model-training" title="Permalink
 
   <p class="copyright">
 
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   </p>

notebooks/1-model-evaluation.html

@@ -1146,8 +1146,8 @@ <h2><span class="section-number">1.3.5. </span>Choosing the appropriate Evaluati
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;fit_time&#39;: array([0.00573683, 0.00520396, 0.00519919, 0.00517201, 0.00513029]),
- &#39;score_time&#39;: array([0.00434804, 0.00401068, 0.00399303, 0.00412226, 0.00395799]),
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+ &#39;score_time&#39;: array([0.0054667 , 0.0051136 , 0.00542235, 0.00538588, 0.00574827]),
  &#39;test_MCC&#39;: array([0.37796447, 0.27863911, 0.40824829, 0.02424643, 0.08625819]),
  &#39;test_ACC&#39;: array([0.73333333, 0.7       , 0.76666667, 0.66666667, 0.62068966])}
 </pre></div>
@@ -1366,7 +1366,7 @@ <h2><span class="section-number">1.3.8. </span>Conclusion<a class="headerlink" h
 
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notebooks/2-benchmarking.html

@@ -867,7 +867,7 @@ <h2><span class="section-number">2.3.4. </span>Linear and Standard Models<a clas
 
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notebooks/3-model-sharing.html

@@ -850,7 +850,7 @@ <h2><span class="section-number">3.3.5. </span>Docker for ultimate reproducibili
 
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notebooks/4-testing.html

@@ -1250,7 +1250,7 @@ <h2><span class="section-number">4.4.4. </span>Input Data Validation<a class="he
 
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