From 0ea05e2e52a2d977b11e838b8d28e20c7c9005ad Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Fabian=20W=C3=BCllhorst?=
 <fabian.wuellhorst@eonerc.rwth-aachen.de>
Date: Fri, 26 Jan 2024 18:17:20 +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 +-
 .../coverage/status.json                      |   2 +-
 .../docs/.doctrees/environment.pickle         | Bin 3307885 -> 3307885 bytes
 .../pylint/pylint.html                        |  50 ++---
 .../pylint/pylint.json                        | 192 ++++++++----------
 .../pylint/pylint.svg                         |  12 +-
 .../pylint/pylint.txt                         |  15 +-
 22 files changed, 159 insertions(+), 200 deletions(-)

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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_fast_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_fast_py.html
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diff --git a/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_morris_py.html b/docs/43-Improvement-of-sensitivity-analysis/coverage/d_f4434ebd7e0d50e1_morris_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 2024-01-26 16:53 +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="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="run"><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="run"><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="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="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>
@@ -641,7 +641,7 @@ <h2>
             <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 2024-01-26 16:53 +0000
+            created at 2024-01-26 18:09 +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 2024-01-26 16:53 +0000
+            created at 2024-01-26 18:09 +0000
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         <aside class="hidden">
             <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 2024-01-26 16:53 +0000
+            created at 2024-01-26 18:09 +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 2024-01-26 16:53 +0000
+            created at 2024-01-26 18:09 +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 2024-01-26 16:53 +0000
+            created at 2024-01-26 18:09 +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
index bf6a1101..0030e77f 100644
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         </form>
         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-26 16:53 +0000
+            created at 2024-01-26 18:09 +0000
         </p>
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     <div class="content">
         <p>
             <a class="nav" href="https://coverage.readthedocs.io/en/7.4.0">coverage.py v7.4.0</a>,
-            created at 2024-01-26 16:53 +0000
+            created at 2024-01-26 18:09 +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 ac2b8419..8c5eac4e 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>
-        9.50 / 10
+        9.51 / 10
             
-            (previous score: 9.51 / 10)
+            (previous score: 9.50 / 10)
             
         
 
@@ -142,26 +142,6 @@ <h3>Module <code>aixcalibuha.calibration.multi_class_calibrator</code> (<code>ai
                 <th>Message</th>
             </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 -&gt; aixcalibuha.utils)</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.calibration -&gt; aixcalibuha.calibration.multi_class_calibrator)</pre></td>
-            </tr>
-            
             <tr>
                 <td>1</td>
                 <td>0</td>
@@ -179,7 +159,7 @@ <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 -&gt; aixcalibuha.calibration -&gt; aixcalibuha.calibration.calibrator -&gt; aixcalibuha.utils.visualizer)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.morris)</pre></td>
             </tr>
             
             <tr>
@@ -189,7 +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 -&gt; aixcalibuha.calibration -&gt; aixcalibuha.calibration.calibrator)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha.calibration -&gt; aixcalibuha.calibration.multi_class_calibrator)</pre></td>
             </tr>
             
             <tr>
@@ -199,7 +179,7 @@ <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 -&gt; aixcalibuha.sensitivity_analysis.plotting -&gt; aixcalibuha.utils.visualizer)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.sensitivity_analyzer -&gt; aixcalibuha.sensitivity_analysis.plotting -&gt; aixcalibuha.utils.visualizer)</pre></td>
             </tr>
             
             <tr>
@@ -219,7 +199,7 @@ <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 -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.fast)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.calibration -&gt; aixcalibuha.calibration.calibrator -&gt; aixcalibuha.utils.visualizer)</pre></td>
             </tr>
             
             <tr>
@@ -229,7 +209,7 @@ <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 -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.morris)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.plotting -&gt; aixcalibuha.utils.visualizer)</pre></td>
             </tr>
             
             <tr>
@@ -239,7 +219,7 @@ <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 -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.pawn)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.sensitivity_analysis.plotting -&gt; aixcalibuha.utils.visualizer)</pre></td>
             </tr>
             
             <tr>
@@ -249,7 +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.pawn)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.fast)</pre></td>
             </tr>
             
             <tr>
@@ -259,7 +239,7 @@ <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 -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.sobol)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.pawn)</pre></td>
             </tr>
             
             <tr>
@@ -269,7 +249,7 @@ <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 -&gt; aixcalibuha.calibration -&gt; aixcalibuha.calibration.multi_class_calibrator)</pre></td>
+                <td><pre>Cyclic import (aixcalibuha -&gt; aixcalibuha.sensitivity_analysis -&gt; aixcalibuha.sensitivity_analysis.sobol -&gt; aixcalibuha.sensitivity_analysis.plotting -&gt; aixcalibuha.utils.visualizer)</pre></td>
             </tr>
             
             <tr>
@@ -1678,7 +1658,7 @@ <h3>Count per types</h3>
             
             <tr>
                 <td>refactor</td>
-                <td>105</td>
+                <td>103</td>
             </tr>
             
             <tr>
@@ -1823,7 +1803,7 @@ <h3>Count per messages</h3>
             
             <tr>
                 <td>cyclic-import</td>
-                <td>13</td>
+                <td>11</td>
             </tr>
             
         </table>
@@ -1888,7 +1868,7 @@ <h3>Count per modules</h3>
             
             <tr>
                 <td>aixcalibuha.calibration.multi_class_calibrator</td>
-                <td>20</td>
+                <td>18</td>
             </tr>
             
         </table>
@@ -1953,7 +1933,7 @@ <h3>Count per path</h3>
             
             <tr>
                 <td>aixcalibuha/calibration/multi_class_calibrator.py</td>
-                <td>20</td>
+                <td>18</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 5c4b59f7..f5c146a6 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.json
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.json
@@ -1474,28 +1474,6 @@
             "message": "Formatting a regular string which could be a f-string",
             "message-id": "C0209"
         },
-        {
-            "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 -> aixcalibuha.utils)",
-            "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.calibration -> aixcalibuha.calibration.multi_class_calibrator)",
-            "message-id": "R0401"
-        },
         {
             "type": "refactor",
             "module": "aixcalibuha.calibration.multi_class_calibrator",
@@ -1515,7 +1493,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator -> aixcalibuha.utils.visualizer)",
+            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.morris)",
             "message-id": "R0401"
         },
         {
@@ -1526,7 +1504,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator)",
+            "message": "Cyclic import (aixcalibuha.calibration -> aixcalibuha.calibration.multi_class_calibrator)",
             "message-id": "R0401"
         },
         {
@@ -1537,7 +1515,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer)",
+            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sensitivity_analyzer -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer)",
             "message-id": "R0401"
         },
         {
@@ -1559,7 +1537,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.fast)",
+            "message": "Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator -> aixcalibuha.utils.visualizer)",
             "message-id": "R0401"
         },
         {
@@ -1570,7 +1548,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.morris)",
+            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer)",
             "message-id": "R0401"
         },
         {
@@ -1581,7 +1559,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.pawn)",
+            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer)",
             "message-id": "R0401"
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         {
@@ -1592,7 +1570,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.pawn)",
+            "message": "Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.fast)",
             "message-id": "R0401"
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         {
@@ -1603,7 +1581,7 @@
             "column": 0,
             "path": "aixcalibuha/calibration/multi_class_calibrator.py",
             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sobol)",
+            "message": "Cyclic import (aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.pawn)",
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         {
@@ -1614,7 +1592,7 @@
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             "symbol": "cyclic-import",
-            "message": "Cyclic import (aixcalibuha -> aixcalibuha.calibration -> aixcalibuha.calibration.multi_class_calibrator)",
+            "message": "Cyclic import (aixcalibuha -> aixcalibuha.sensitivity_analysis -> aixcalibuha.sensitivity_analysis.sobol -> aixcalibuha.sensitivity_analysis.plotting -> aixcalibuha.utils.visualizer)",
             "message-id": "R0401"
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@@ -1766,7 +1744,7 @@
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-                "refactor": 18,
+                "refactor": 16,
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@@ -1793,7 +1771,7 @@
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             "broad-exception-raised": 1,
             "no-else-return": 1,
-            "cyclic-import": 13
+            "cyclic-import": 11
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         "code_type_count": {
             "code": 0,
@@ -1804,46 +1782,46 @@
         },
         "dependencies": {
             "aixcalibuha.data_types": [
+                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.calibration.multi_class_calibrator"
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "aixcalibuha.calibration": [
-                "aixcalibuha",
-                "aixcalibuha.calibration.multi_class_calibrator"
+                "aixcalibuha.calibration.multi_class_calibrator",
+                "aixcalibuha"
             ],
             "aixcalibuha.sensitivity_analysis": [
                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.pawn",
                 "aixcalibuha.sensitivity_analysis.fast",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "aixcalibuha.sensitivity_analysis.plotting": [
+                "aixcalibuha.sensitivity_analysis",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.sensitivity_analysis"
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "pandas": [
                 "aixcalibuha.data_types",
-                "aixcalibuha.calibration.calibrator",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha.sensitivity_analysis.plotting",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.calibration.calibrator"
             ],
             "numpy": [
-                "aixcalibuha.data_types",
                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.pawn",
+                "aixcalibuha.data_types",
                 "aixcalibuha.sensitivity_analysis.fast",
-                "aixcalibuha.calibration.calibrator",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.calibration.multi_class_calibrator",
-                "aixcalibuha.utils.configuration",
                 "aixcalibuha.sensitivity_analysis.plotting",
+                "aixcalibuha.utils.configuration",
+                "aixcalibuha.utils.visualizer",
+                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha.sensitivity_analysis.sobol",
-                "aixcalibuha.utils.visualizer"
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.sensitivity_analysis.pawn"
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             "ebcpy": [
                 "aixcalibuha.data_types",
@@ -1856,31 +1834,31 @@
                 "aixcalibuha.data_types"
             ],
             "matplotlib.pyplot": [
-                "aixcalibuha.sensitivity_analysis.plotting",
-                "aixcalibuha.utils.visualizer"
+                "aixcalibuha.utils.visualizer",
+                "aixcalibuha.sensitivity_analysis.plotting"
             ],
             "ebcpy.utils": [
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.utils.visualizer"
+                "aixcalibuha.utils.visualizer",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
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                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.pawn",
                 "aixcalibuha.sensitivity_analysis.fast",
-                "aixcalibuha.calibration.calibrator",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.calibration.multi_class_calibrator",
-                "aixcalibuha.utils",
                 "aixcalibuha.utils.configuration",
                 "aixcalibuha.utils.visualizer",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.utils",
+                "aixcalibuha.calibration.multi_class_calibrator",
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "toml": [
                 "aixcalibuha.utils.configuration"
             ],
             "ebcpy.data_types": [
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.utils.configuration"
+                "aixcalibuha.utils.configuration",
+                "aixcalibuha.calibration.calibrator"
             ],
             "matplotlib": [
                 "aixcalibuha.sensitivity_analysis.plotting"
@@ -1889,8 +1867,8 @@
                 "aixcalibuha.sensitivity_analysis.plotting"
             ],
             "aixcalibuha.utils.visualizer": [
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.plotting"
+                "aixcalibuha.sensitivity_analysis.plotting",
+                "aixcalibuha.calibration.calibrator"
             ],
             "ebcpy.utils.reproduction": [
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
@@ -1904,8 +1882,8 @@
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "SALib.sample.fast_sampler": [
-                "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.fast"
+                "aixcalibuha.sensitivity_analysis.fast",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "SALib.analyze.fast": [
                 "aixcalibuha.sensitivity_analysis.fast"
@@ -1926,12 +1904,12 @@
                 "aixcalibuha.sensitivity_analysis"
             ],
             "SALib.sample.sobol": [
-                "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "SALib.sample.morris": [
-                "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.morris"
+                "aixcalibuha.sensitivity_analysis.morris",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "SALib.analyze.pawn": [
                 "aixcalibuha.sensitivity_analysis.pawn"
@@ -1969,7 +1947,7 @@
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@@ -2124,7 +2102,7 @@
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@@ -2151,7 +2129,7 @@
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@@ -2162,8 +2140,8 @@
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-                "aixcalibuha",
                 "aixcalibuha.calibration.multi_class_calibrator",
+                "aixcalibuha",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "aixcalibuha.calibration": [
@@ -2172,40 +2150,40 @@
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                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.pawn",
                 "aixcalibuha.sensitivity_analysis.fast",
                 "aixcalibuha",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "aixcalibuha.sensitivity_analysis.plotting": [
-                "aixcalibuha",
                 "aixcalibuha.sensitivity_analysis",
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha",
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "pandas": [
                 "aixcalibuha.data_types",
-                "aixcalibuha.calibration.calibrator",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
                 "aixcalibuha.sensitivity_analysis.plotting",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.calibration.calibrator"
             ],
             "numpy": [
-                "aixcalibuha.data_types",
                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.plotting",
-                "aixcalibuha.sensitivity_analysis.pawn",
+                "aixcalibuha.data_types",
                 "aixcalibuha.sensitivity_analysis.fast",
-                "aixcalibuha.calibration.calibrator",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.calibration.multi_class_calibrator",
+                "aixcalibuha.sensitivity_analysis.plotting",
                 "aixcalibuha.utils.configuration",
+                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha.utils.visualizer",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "ebcpy": [
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.data_types"
+                "aixcalibuha.data_types",
+                "aixcalibuha.calibration.calibrator"
             ],
             "ebcpy.utils.statistics_analyzer": [
                 "aixcalibuha.data_types"
@@ -2214,31 +2192,31 @@
                 "aixcalibuha.data_types"
             ],
             "matplotlib.pyplot": [
-                "aixcalibuha.sensitivity_analysis.plotting",
-                "aixcalibuha.utils.visualizer"
+                "aixcalibuha.utils.visualizer",
+                "aixcalibuha.sensitivity_analysis.plotting"
             ],
             "ebcpy.utils": [
-                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.utils.visualizer"
+                "aixcalibuha.utils.visualizer",
+                "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "aixcalibuha": [
                 "aixcalibuha.sensitivity_analysis.morris",
-                "aixcalibuha.sensitivity_analysis.pawn",
                 "aixcalibuha.sensitivity_analysis.fast",
-                "aixcalibuha.calibration.calibrator",
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer",
-                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha.utils.configuration",
+                "aixcalibuha.calibration.multi_class_calibrator",
                 "aixcalibuha.utils",
                 "aixcalibuha.utils.visualizer",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.calibration.calibrator",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "toml": [
                 "aixcalibuha.utils.configuration"
             ],
             "ebcpy.data_types": [
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.utils.configuration"
+                "aixcalibuha.utils.configuration",
+                "aixcalibuha.calibration.calibrator"
             ],
             "matplotlib": [
                 "aixcalibuha.sensitivity_analysis.plotting"
@@ -2247,8 +2225,8 @@
                 "aixcalibuha.sensitivity_analysis.plotting"
             ],
             "aixcalibuha.utils.visualizer": [
-                "aixcalibuha.calibration.calibrator",
-                "aixcalibuha.sensitivity_analysis.plotting"
+                "aixcalibuha.sensitivity_analysis.plotting",
+                "aixcalibuha.calibration.calibrator"
             ],
             "ebcpy.utils.reproduction": [
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
@@ -2262,8 +2240,8 @@
                 "aixcalibuha.sensitivity_analysis.sensitivity_analyzer"
             ],
             "SALib.sample.fast_sampler": [
-                "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.fast"
+                "aixcalibuha.sensitivity_analysis.fast",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "SALib.analyze.fast": [
                 "aixcalibuha.sensitivity_analysis.fast"
@@ -2284,12 +2262,12 @@
                 "aixcalibuha.sensitivity_analysis"
             ],
             "SALib.sample.sobol": [
-                "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.sobol"
+                "aixcalibuha.sensitivity_analysis.sobol",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "SALib.sample.morris": [
-                "aixcalibuha.sensitivity_analysis.pawn",
-                "aixcalibuha.sensitivity_analysis.morris"
+                "aixcalibuha.sensitivity_analysis.morris",
+                "aixcalibuha.sensitivity_analysis.pawn"
             ],
             "SALib.analyze.pawn": [
                 "aixcalibuha.sensitivity_analysis.pawn"
@@ -2327,10 +2305,10 @@
         "error": 2,
         "fatal": 0,
         "info": 0,
-        "refactor": 44,
+        "refactor": 45,
         "statement": 1759,
         "warning": 11,
-        "global_note": 9.505400795906764,
+        "global_note": 9.499715747583855,
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         "percent_duplicated_lines": 0.0
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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"/>
-        <path fill="url(#b)" d="M0 0h80v20H0z"/>
+        <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 416bd1c8..8b24a581 100644
--- a/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt
+++ b/docs/43-Improvement-of-sensitivity-analysis/pylint/pylint.txt
@@ -143,19 +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.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.sobol) (cyclic-import)
+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.calibration -> aixcalibuha.calibration.multi_class_calibrator) (cyclic-import)
-aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> 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.sensitivity_analyzer -> aixcalibuha.utils) (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 -> aixcalibuha.calibration -> aixcalibuha.calibration.calibrator -> aixcalibuha.utils.visualizer) (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.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) (cyclic-import)
 aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> 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 -> 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.morris) (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) (cyclic-import)
+aixcalibuha/calibration/multi_class_calibrator.py:1:0: R0401: Cyclic import (aixcalibuha -> 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.sensitivity_analyzer -> aixcalibuha.utils) (cyclic-import)
 
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-Your code has been rated at 9.51/10
+Your code has been rated at 9.50/10