From 76675d7350a040cc0cab67a61e24f1f256063ab0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Fabian=20W=C3=BCllhorst?=
 <fabian.wuellhorst@eonerc.rwth-aachen.de>
Date: Thu, 18 Jan 2024 10:35:43 +0000
Subject: [PATCH] Update 'docs' folder with
 43-Improvement-of-sensitivity-analysis and delete old branches.

---
 .../d_88c635a12c52f913___init___py.html       |   4 +-
 .../d_88c635a12c52f913_calibrator_py.html     |   4 +-
 ...5a12c52f913_multi_class_calibrator_py.html |   4 +-
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 .../coverage/index.html                       |  12 +-
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 .../pylint/pylint.html                        |  36 +---
 .../pylint/pylint.json                        | 162 ++++++++----------
 .../pylint/pylint.svg                         |  12 +-
 .../pylint/pylint.txt                         |  16 +-
 22 files changed, 138 insertions(+), 178 deletions(-)

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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1___init___py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1___init___py.html
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             <a id="nextFileLink" class="nav" href="d_f4434ebd7e0d50e1_sensitivity_analyzer_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-17 20:33 +0000
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@@ -475,15 +475,15 @@ <h2>
     <p class="run"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">                    <span class="nam">conv_int</span> <span class="op">=</span> <span class="nam">result</span><span class="op">.</span><span class="nam">loc</span><span class="op">[</span><span class="nam">goal</span><span class="op">,</span> <span class="nam">analysis_var</span> <span class="op">+</span> <span class="str">'_conf'</span><span class="op">]</span><span class="op">[</span><span class="nam">para</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
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-    <p class="run"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">                            <span class="nam">conv_int</span><span class="op">.</span><span class="nam">iloc</span><span class="op">[</span><span class="nam">conv_int</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_loc</span><span class="op">(</span><span class="nam">idx</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="nam">conv_int</span><span class="op">.</span><span class="nam">iloc</span><span class="op">[</span><span class="nam">prev_idx</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">                        <span class="nam">prev_idx</span> <span class="op">=</span> <span class="nam">conv_int</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_loc</span><span class="op">(</span><span class="nam">idx</span><span class="op">)</span> <span class="op">-</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">                        <span class="key">if</span> <span class="nam">prev_idx</span> <span class="op">>=</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">                            <span class="nam">conv_int</span><span class="op">.</span><span class="nam">iloc</span><span class="op">[</span><span class="nam">conv_int</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_loc</span><span class="op">(</span><span class="nam">idx</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="nam">conv_int</span><span class="op">.</span><span class="nam">iloc</span><span class="op">[</span><span class="nam">prev_idx</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">                        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="mis show_mis"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">                            <span class="nam">conv_int</span><span class="op">.</span><span class="nam">iloc</span><span class="op">[</span><span class="nam">conv_int</span><span class="op">.</span><span class="nam">index</span><span class="op">.</span><span class="nam">get_loc</span><span class="op">(</span><span class="nam">idx</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">                    <span class="nam">axes</span><span class="op">[</span><span class="nam">idx_goal</span><span class="op">]</span><span class="op">[</span><span class="nam">idx_av</span><span class="op">]</span><span class="op">.</span><span class="nam">fill_between</span><span class="op">(</span><span class="nam">x</span><span class="op">,</span> <span class="op">(</span><span class="nam">y</span> <span class="op">-</span> <span class="nam">conv_int</span><span class="op">)</span><span class="op">,</span> <span class="op">(</span><span class="nam">y</span> <span class="op">+</span> <span class="nam">conv_int</span><span class="op">)</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">.1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
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             <a id="nextFileLink" class="nav" href="d_f4434ebd7e0d50e1_sensitivity_analyzer_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-17 20:33 +0000
+            created at 2024-01-18 10:29 +0000
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-17 20:33 +0000
+            created at 2024-01-18 10:29 +0000
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             <button type="button" class="button_next_chunk" data-shortcut="j"/>
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-17 20:33 +0000
+            created at 2024-01-18 10:29 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_sobol_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_sobol_py.html
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@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="d_c1d4b9f643948c74___init___py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-17 20:33 +0000
+            created at 2024-01-18 10:29 +0000
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         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"/>
@@ -282,7 +282,7 @@ <h2>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-17 20:33 +0000
+            created at 2024-01-18 10:29 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/index.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/index.html
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         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-17 20:33 +0000
+            created at 2024-01-18 10:29 +0000
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     <div class="content">
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-            created at 2024-01-17 20:33 +0000
+            created at 2024-01-18 10:29 +0000
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.html b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.html
index 92bd4035..e3cad6c2 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.html
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.html
@@ -28,9 +28,9 @@ <h1>Pylint report from report.jinja2</h1>
 
         
         <h2>Score</h2>
-        9.51 / 10
+        9.52 / 10
             
-            (previous score: 9.51 / 10)
+            (previous score: 9.50 / 10)
             
         
 
@@ -169,7 +169,7 @@ <h3>Module <code>aixcalibuha.calibration.multi_class_calibrator</code> (<code>ai
                 <td><code>cyclic-import</code></td>
                 <td>R0401</td>
                 <td></td>
-                <td><pre>Cyclic import (aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.morris)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.sobol)</pre></td>
             </tr>
             
             <tr>
@@ -182,16 +182,6 @@ <h3>Module <code>aixcalibuha.calibration.multi_class_calibrator</code> (<code>ai
                 <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.calibration -&gt; aixcalibuha.calibration.calibrator -&gt; aixcalibuha.utils.visualizer)</pre></td>
             </tr>
             
-            <tr>
-                <td>1</td>
-                <td>0</td>
-                <td>refactor</td>
-                <td><code>cyclic-import</code></td>
-                <td>R0401</td>
-                <td></td>
-                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.calibration -&gt; aixcalibuha.calibration.calibrator)</pre></td>
-            </tr>
-            
             <tr>
                 <td>1</td>
                 <td>0</td>
@@ -239,7 +229,7 @@ <h3>Module <code>aixcalibuha.calibration.multi_class_calibrator</code> (<code>ai
                 <td><code>cyclic-import</code></td>
                 <td>R0401</td>
                 <td></td>
-                <td><pre>Cyclic import (aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.sobol)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.morris)</pre></td>
             </tr>
             
             <tr>
@@ -252,16 +242,6 @@ <h3>Module <code>aixcalibuha.calibration.multi_class_calibrator</code> (<code>ai
                 <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.calibration -&gt; aixcalibuha.calibration.multi_class_calibrator)</pre></td>
             </tr>
             
-            <tr>
-                <td>1</td>
-                <td>0</td>
-                <td>refactor</td>
-                <td><code>cyclic-import</code></td>
-                <td>R0401</td>
-                <td></td>
-                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.morris)</pre></td>
-            </tr>
-            
             <tr>
                 <td>13</td>
                 <td>0</td>
@@ -1668,7 +1648,7 @@ <h3>Count per types</h3>
             
             <tr>
                 <td>refactor</td>
-                <td>104</td>
+                <td>102</td>
             </tr>
             
             <tr>
@@ -1813,7 +1793,7 @@ <h3>Count per messages</h3>
             
             <tr>
                 <td>cyclic-import</td>
-                <td>12</td>
+                <td>10</td>
             </tr>
             
         </table>
@@ -1878,7 +1858,7 @@ <h3>Count per modules</h3>
             
             <tr>
                 <td>aixcalibuha.calibration.multi_class_calibrator</td>
-                <td>19</td>
+                <td>17</td>
             </tr>
             
         </table>
@@ -1943,7 +1923,7 @@ <h3>Count per path</h3>
             
             <tr>
                 <td>aixcalibuha/calibration/multi_class_calibrator.py</td>
-                <td>19</td>
+                <td>17</td>
             </tr>
             
         </table>
diff --git a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.json b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.json
index 2f4ee518..1f5f07df 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.json
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.json
@@ -1504,7 +1504,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.morris)",
+            "message": "Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sobol)",
             "message-id": "R0401"
         },
         {
@@ -1518,17 +1518,6 @@
             "message": "Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator -> aixcalibuha.utils.visualizer)",
             "message-id": "R0401"
         },
-        {
-            "type": "refactor",
-            "module": "aixcalibuha.calibration.multi_class_calibrator",
-            "obj": "",
-            "line": 1,
-            "column": 0,
-            "path": "aixcalibuha/calibration/multi_class_calibrator.py",
-            "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator)",
-            "message-id": "R0401"
-        },
         {
             "type": "refactor",
             "module": "aixcalibuha.calibration.multi_class_calibrator",
@@ -1581,7 +1570,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sobol)",
+            "message": "Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.morris)",
             "message-id": "R0401"
         },
         {
@@ -1594,17 +1583,6 @@
             "symbol": "cyclic-import",
             "message": "Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.multi_class_calibrator)",
             "message-id": "R0401"
-        },
-        {
-            "type": "refactor",
-            "module": "aixcalibuha.calibration.multi_class_calibrator",
-            "obj": "",
-            "line": 1,
-            "column": 0,
-            "path": "aixcalibuha/calibration/multi_class_calibrator.py",
-            "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.morris)",
-            "message-id": "R0401"
         }
     ],
     "stats": {
@@ -1755,7 +1733,7 @@
                 "error": 0,
                 "fatal": 0,
                 "info": 0,
-                "refactor": 17,
+                "refactor": 15,
                 "statement": 98,
                 "warning": 0
             }
@@ -1782,7 +1760,7 @@
             "unused-variable": 1,
             "broad-exception-raised": 1,
             "no-else-return": 1,
-            "cyclic-import": 12
+            "cyclic-import": 10
         },
         "code_type_count": {
             "code": 0,
@@ -1793,46 +1771,46 @@
         },
         "dependencies": {
             "aixcalibuha.data_types": [
-                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.calibration.multi_class_calibrator"
             ],
             "aixcalibuha.calibration": [
                 "aixcalibuha",
                 "aixcalibuha.calibration.multi_class_calibrator"
             ],
             "aixcalibuha.sensitivity_analysis": [
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.fast",
                 "aixcalibuha.sensitivity_analysis.morris",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.fast"
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "aixcalibuha.sensitivity_analysis.plotting": [
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.sensitivity_analysis",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis"
             ],
             "pandas": [
-                "aixcalibuha.data_types",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.plotting"
+                "aixcalibuha.data_types",
+                "aixcalibuha.sensitivity_analysis.plotting",
+                "aixcalibuha.calibration.calibrator"
             ],
             "numpy": [
-                "aixcalibuha.calibration.multi_class_calibrator",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.fast",
                 "aixcalibuha.data_types",
+                "aixcalibuha.sensitivity_analysis.plotting",
                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha.utils.visualizer",
                 "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.utils.configuration",
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.plotting",
-                "aixcalibuha.sensitivity_analysis.fast"
+                "aixcalibuha.utils.configuration"
             ],
             "ebcpy": [
                 "aixcalibuha.data_types",
@@ -1845,31 +1823,31 @@
                 "aixcalibuha.data_types"
             ],
             "matplotlib.pyplot": [
-                "aixcalibuha.utils.visualizer",
-                "aixcalibuha.sensitivity_analysis.plotting"
+                "aixcalibuha.sensitivity_analysis.plotting",
+                "aixcalibuha.utils.visualizer"
             ],
             "ebcpy.utils": [
-                "aixcalibuha.utils.visualizer",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.utils.visualizer"
             ],
             "aixcalibuha": [
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha.utils",
-                "aixcalibuha.calibration.multi_class_calibrator",
+                "aixcalibuha.sensitivity_analysis.fast",
+                "aixcalibuha.sensitivity_analysis.sobol",
                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha.utils.visualizer",
                 "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.utils.configuration",
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.fast"
+                "aixcalibuha.utils.configuration"
             ],
             "toml": [
                 "aixcalibuha.utils.configuration"
             ],
             "ebcpy.data_types": [
-                "aixcalibuha.utils.configuration",
-                "aixcalibuha.calibration.calibrator"
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.utils.configuration"
             ],
             "matplotlib": [
                 "aixcalibuha.sensitivity_analysis.plotting"
@@ -1958,7 +1936,7 @@
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@@ -2113,7 +2091,7 @@
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@@ -2140,7 +2118,7 @@
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-            "cyclic-import": 11
+            "cyclic-import": 13
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@@ -2151,8 +2129,8 @@
         },
         "dependencies": {
             "aixcalibuha.data_types": [
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha.calibration.multi_class_calibrator"
             ],
             "aixcalibuha.calibration": [
@@ -2160,37 +2138,37 @@
                 "aixcalibuha.calibration.multi_class_calibrator"
             ],
             "aixcalibuha.sensitivity_analysis": [
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.fast",
                 "aixcalibuha.sensitivity_analysis.morris",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.fast"
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "aixcalibuha.sensitivity_analysis.plotting": [
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.sensitivity_analysis",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis"
             ],
             "pandas": [
-                "aixcalibuha.data_types",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.plotting"
+                "aixcalibuha.data_types",
+                "aixcalibuha.sensitivity_analysis.plotting",
+                "aixcalibuha.calibration.calibrator"
             ],
             "numpy": [
-                "aixcalibuha.calibration.multi_class_calibrator",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.fast",
                 "aixcalibuha.data_types",
+                "aixcalibuha.sensitivity_analysis.plotting",
                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha.utils.visualizer",
                 "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.utils.configuration",
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.plotting",
-                "aixcalibuha.sensitivity_analysis.fast"
+                "aixcalibuha.utils.configuration"
             ],
             "ebcpy": [
                 "aixcalibuha.data_types",
@@ -2203,31 +2181,31 @@
                 "aixcalibuha.data_types"
             ],
             "matplotlib.pyplot": [
-                "aixcalibuha.utils.visualizer",
-                "aixcalibuha.sensitivity_analysis.plotting"
+                "aixcalibuha.sensitivity_analysis.plotting",
+                "aixcalibuha.utils.visualizer"
             ],
             "ebcpy.utils": [
-                "aixcalibuha.utils.visualizer",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.utils.visualizer"
             ],
             "aixcalibuha": [
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha.utils",
-                "aixcalibuha.calibration.multi_class_calibrator",
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.fast",
                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha.utils.visualizer",
                 "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.utils.configuration",
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.fast"
+                "aixcalibuha.utils.configuration"
             ],
             "toml": [
                 "aixcalibuha.utils.configuration"
             ],
             "ebcpy.data_types": [
-                "aixcalibuha.utils.configuration",
-                "aixcalibuha.calibration.calibrator"
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.utils.configuration"
             ],
             "matplotlib": [
                 "aixcalibuha.sensitivity_analysis.plotting"
@@ -2273,8 +2251,8 @@
                 "aixcalibuha.sensitivity_analysis"
             ],
             "SALib.sample.sobol": [
-                "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.sensitivity_analysis.pawn"
+                "aixcalibuha.sensitivity_analysis.pawn",
+                "aixcalibuha.sensitivity_analysis.sobol"
             ],
             "SALib.sample.morris": [
                 "aixcalibuha.sensitivity_analysis.pawn",
@@ -2316,10 +2294,10 @@
         "error": 2,
         "fatal": 0,
         "info": 0,
-        "refactor": 43,
+        "refactor": 45,
         "statement": 1758,
         "warning": 11,
-        "global_note": 9.51080773606371,
+        "global_note": 9.49943117178612,
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         "percent_duplicated_lines": 0.0
     }
diff --git a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.svg b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.svg
index 4c289fbe..a37d73e4 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.svg
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.svg
@@ -1,23 +1,23 @@
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+        <rect width="73" height="20" rx="3" fill="#fff"/>
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     <g mask="url(#anybadge_1)">
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-        <path fill="#4C1" d="M44 0h36v20H44z"/>
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+        <path fill="#4C1" d="M44 0h29v20H44z"/>
+        <path fill="url(#b)" d="M0 0h73v20H0z"/>
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-        <text x="63.0" y="15" fill="#010101" fill-opacity=".3">9.51</text>
-        <text x="62.0" y="14">9.51</text>
+        <text x="59.5" y="15" fill="#010101" fill-opacity=".3">9.5</text>
+        <text x="58.5" y="14">9.5</text>
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt
index af66165d..00c227f8 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt
@@ -143,18 +143,20 @@ aixcalibuha/calibration/multi_class_calibrator.py:94:4: R0914: Too many local va
 aixcalibuha/calibration/multi_class_calibrator.py:94:4: R0912: Too many branches (14/12) (too-many-branches)
 aixcalibuha/calibration/multi_class_calibrator.py:198:8: R1705: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it (no-else-return)
 aixcalibuha/calibration/multi_class_calibrator.py:261:28: C0209: Formatting a regular string which could be a f-string (consider-using-f-string)
-aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.multi_class_calibrator) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer) (cyclic-import)
 aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha.calibration -> aixcalibuha.calibration.multi_class_calibrator) (cyclic-import)
-aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.pawn) (cyclic-import)
-aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator -> aixcalibuha.utils.visualizer) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sobol) (cyclic-import)
 aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator -> aixcalibuha.utils) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator -> aixcalibuha.utils.visualizer) (cyclic-import)
 aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sensitivity_analyzer -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer) (cyclic-import)
-aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sensitivity_analyzer -> aixcalibuha.utils) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer) (cyclic-import)
 aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.fast) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.pawn) (cyclic-import)
 aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.morris) (cyclic-import)
-aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sobol) (cyclic-import)
-aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.pawn) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sobol -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sensitivity_analyzer -> aixcalibuha.utils) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.multi_class_calibrator) (cyclic-import)
 
 -----------------------------------
-Your code has been rated at 9.51/10
+Your code has been rated at 9.50/10