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Merged

qnater merged 9 commits into main from naterq_pp_dl_thesis_01

May 13, 2025

.gitignore

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     build_script.txt
     *03_imputegap_exercices.ipynb
     *03_imputegap_exercices_sol.ipynb
-    *assignment_imputegap.ipynb
+    *assignment_imputegap.ipynb
+    *runner_validation.py

.idea/imputegap.iml

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.idea/jupyter-settings.xml

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.idea/misc.xml

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docs/generation/build/doctrees/environment.pickle

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docs/generation/build/html/.buildinfo

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     # Sphinx build info version 1
     # This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
-    config: f284bb18086bb6f70b8bd43676bd4cb7
+    config: 5dfbf37503e7ed12143e87e855e12026
     tags: 645f666f9bcd5a90fca523b33c5a78b7

docs/generation/build/html/algorithms.html

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         <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Integration" href="integration.html" /><link rel="prev" title="Patterns" href="patterns.html" />
-        <link rel="shortcut icon" href="https://www.naterscreations.com/imputegap/favicon.png"/><!-- Generated with Sphinx 8.2.0 and Furo 2024.08.06 -->
+        <link rel="shortcut icon" href="https://www.naterscreations.com/imputegap/favicon.png"/><!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
             <title>Algorithms - ImputeGAP 1.0.9 Documentation</title>
           <link rel="stylesheet" type="text/css" href="static/pygments.css?v=8f2a1f02" />
         <link rel="stylesheet" type="text/css" href="static/styles/furo.css?v=354aac6f" />
@@ Expand Down Expand Up / @@ -202,7 +202,17 @@ @@
       <input type="hidden" name="check_keywords" value="yes">
       <input type="hidden" name="area" value="default">
     </form>
-    <div id="searchbox"></div><div class="sidebar-tree">
+    <div id="searchbox"></div><div style="margin-top:10px; display: flex; gap: 10px; align-items: center; padding: 5px; margin-left:15px;">
+        <a href="https://github.com/eXascaleInfolab/ImputeGAP" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom" data-bs-original-title="GitHub">
+            <svg class="svg-inline--fa fa-github fa-lg" aria-hidden="true" focusable="false" data-prefix="fab" data-icon="github" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512" data-fa-i2svg="" width="25px">
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+        </a>
+        <a href="https://pypi.org/project/imputegap/" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom" data-bs-original-title="PyPI">
+        <svg class="svg-inline--fa fa-box fa-lg" aria-hidden="true" focusable="false" data-prefix="fas" data-icon="box" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" data-fa-i2svg="" width="22px" >
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+        </a>
+    </div><div class="sidebar-tree">
       <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
     <ul class="current">
     <li class="toctree-l1"><a class="reference internal" href="getting_started.html">Getting Started</a></li>
@@ Expand All / @@ -211,20 +221,11 @@ @@
     <li class="toctree-l1"><a class="reference internal" href="patterns.html">Patterns</a></li>
     <li class="toctree-l1 current current-page"><a class="current reference internal" href="#">Algorithms</a></li>
     <li class="toctree-l1"><a class="reference internal" href="integration.html">Integration</a></li>
-    <li class="toctree-l1"><a class="reference external" href="https://github.com/eXascaleInfolab/ImputeGAP/">GitHub Repository</a></li>
-    <li class="toctree-l1"><a class="reference external" href="https://pypi.org/project/imputegap/">PyPI Repository</a></li>
-    <li class="toctree-l1 has-children"><a class="reference internal" href="imputegap.html">ImputeGAP Package</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of ImputeGAP Package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+    <li class="toctree-l1 has-children"><a class="reference internal" href="imputegap.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
     <li class="toctree-l2"><a class="reference internal" href="imputegap.manager.html">imputegap.recovery.manager package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="imputegap.imputation.html">imputegap.recovery.imputation package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="imputegap.optimization.html">imputegap.recovery.optimization package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="imputegap.explainer.html">imputegap.recovery.explainer package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="imputegap.cdrec.html">imputegap.algorithms.cdrec package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="imputegap.stmvl.html">imputegap.algorithms.stmvl package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="imputegap.iim.html">imputegap.algorithms.iim package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="imputegap.mrnn.html">imputegap.algorithms.mrnn package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="imputegap.mean_impute.html">imputegap.algorithms.mean_impute package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="imputegap.min_impute.html">imputegap.algorithms.min_impute package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="imputegap.zero_impute.html">imputegap.algorithms.zero_impute package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="imputegap.utils.html">imputegap.tools.utils package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="imputegap.evaluation.html">imputegap.recovery.evaluation package</a></li>
     </ul>
@@ Expand Down @@

docs/generation/build/html/autosummary/imputegap.algorithms.cdrec.html

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@@ Expand Up / @@ -5,7 +5,7 @@ @@
         <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" />
-        <link rel="shortcut icon" href="https://www.naterscreations.com/imputegap/favicon.png"/><!-- Generated with Sphinx 8.2.0 and Furo 2024.08.06 -->
+        <link rel="shortcut icon" href="https://www.naterscreations.com/imputegap/favicon.png"/><!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
             <title>imputegap.algorithms.cdrec - ImputeGAP 1.0.9 Documentation</title>
           <link rel="stylesheet" type="text/css" href="../static/pygments.css?v=8f2a1f02" />
         <link rel="stylesheet" type="text/css" href="../static/styles/furo.css?v=354aac6f" />
@@ Expand Down Expand Up / @@ -202,7 +202,17 @@ @@
       <input type="hidden" name="check_keywords" value="yes">
       <input type="hidden" name="area" value="default">
     </form>
-    <div id="searchbox"></div><div class="sidebar-tree">
+    <div id="searchbox"></div><div style="margin-top:10px; display: flex; gap: 10px; align-items: center; padding: 5px; margin-left:15px;">
+        <a href="https://github.com/eXascaleInfolab/ImputeGAP" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom" data-bs-original-title="GitHub">
+            <svg class="svg-inline--fa fa-github fa-lg" aria-hidden="true" focusable="false" data-prefix="fab" data-icon="github" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512" data-fa-i2svg="" width="25px">
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+        </a>
+        <a href="https://pypi.org/project/imputegap/" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom" data-bs-original-title="PyPI">
+        <svg class="svg-inline--fa fa-box fa-lg" aria-hidden="true" focusable="false" data-prefix="fas" data-icon="box" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" data-fa-i2svg="" width="22px" >
+            <path fill="#63AEFF" d="M50.7 58.5L0 160H208V32H93.7C75.5 32 58.9 42.3 50.7 58.5zM240 160H448L397.3 58.5C389.1 42.3 372.5 32 354.3 32H240V160zm208 32H0V416c0 35.3 28.7 64 64 64H384c35.3 0 64-28.7 64-64V192z"></path></svg><!-- <i class="fa-solid fa-box fa-lg" aria-hidden="true"></i> Font Awesome fontawesome.com -->
+        </a>
+    </div><div class="sidebar-tree">
       <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
     <ul>
     <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
@@ Expand All / @@ -211,20 +221,11 @@ @@
     <li class="toctree-l1"><a class="reference internal" href="../patterns.html">Patterns</a></li>
     <li class="toctree-l1"><a class="reference internal" href="../algorithms.html">Algorithms</a></li>
     <li class="toctree-l1"><a class="reference internal" href="../integration.html">Integration</a></li>
-    <li class="toctree-l1"><a class="reference external" href="https://github.com/eXascaleInfolab/ImputeGAP/">GitHub Repository</a></li>
-    <li class="toctree-l1"><a class="reference external" href="https://pypi.org/project/imputegap/">PyPI Repository</a></li>
-    <li class="toctree-l1 has-children"><a class="reference internal" href="../imputegap.html">ImputeGAP Package</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of ImputeGAP Package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+    <li class="toctree-l1 has-children"><a class="reference internal" href="../imputegap.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
     <li class="toctree-l2"><a class="reference internal" href="../imputegap.manager.html">imputegap.recovery.manager package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="../imputegap.imputation.html">imputegap.recovery.imputation package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="../imputegap.optimization.html">imputegap.recovery.optimization package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="../imputegap.explainer.html">imputegap.recovery.explainer package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="../imputegap.cdrec.html">imputegap.algorithms.cdrec package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="../imputegap.stmvl.html">imputegap.algorithms.stmvl package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="../imputegap.iim.html">imputegap.algorithms.iim package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="../imputegap.mrnn.html">imputegap.algorithms.mrnn package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="../imputegap.mean_impute.html">imputegap.algorithms.mean_impute package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="../imputegap.min_impute.html">imputegap.algorithms.min_impute package</a></li>
-    <li class="toctree-l2"><a class="reference internal" href="../imputegap.zero_impute.html">imputegap.algorithms.zero_impute package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="../imputegap.utils.html">imputegap.tools.utils package</a></li>
     <li class="toctree-l2"><a class="reference internal" href="../imputegap.evaluation.html">imputegap.recovery.evaluation package</a></li>
     </ul>
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